{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# <div align='center'>第6章 判别分析与聚类分析</div>\n",
    "### 内容\n",
    " <div align='left'>                  \n",
    "     <font color='steelblue' size=4>\n",
    "      <br> \n",
    "       6.1 判别分析<br><br>\n",
    "       6.2 聚类分析<br><br>\n",
    "     <font>\n",
    "  </div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6.1 判别分析\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1.1 距离判别\n"
   ]
  },
  {
   "attachments": {
    "6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_10.jpg": {
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"
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"
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### 例1：\n",
    " ![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_10.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_10.jpg)\n",
    "![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_11.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_11.jpg)\n",
    "![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_12.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%901_12.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "### 导入所需的软件包\n",
    "%reset -f\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scipy.stats as st"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "样本1判别为类型1的结果为： [1 1 1 1 1 1 1 1 2 1 1 1]\n",
      "样本2判别为类型2的结果为： [2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2]\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "使用马氏距离进行二分类判别分析，假设方差不相等的情况下。\n",
    "'''\n",
    "###样本1：已液化砂层，12个样本\n",
    "classX1 = np.array([[6.60,  6.60,  6.10,  6.10,  8.40,  7.2,   8.40,  7.50, 7.50,  8.30,  7.80,  7.80],\n",
    "                    [39.00, 39.00, 47.00, 47.00, 32.00,  6.0, 113.00, 52.00,52.00,113.00,172.00,172.00],\n",
    "                    [1.00,  1.00,  1.00,  1.00,  2.00,  1.0,   3.50,  1.00,3.50,  0.00,  1.00,  1.50],\n",
    "                    [6.00,  6.00,  6.00,  6.00,  7.50,  7.0,   6.00,  6.00,7.50,  7.50,  3.50,  3.00],\n",
    "                    [6.00, 12.00,  6.00, 12.00, 19.00, 28.0,  18.00, 12.00, 6.00, 35.00, 14.00, 15.00],\n",
    "                    [.12,  0.12,  0.08,  0.08,  0.35,  0.3,   0.15,  0.16, 0.16,  0.12,  0.21,  0.21],\n",
    "                    [20.00, 20.00, 12.00, 12.00, 75.00, 30.0,  75.00, 40.00,40.00,180.00, 45.00, 45.00]])\n",
    "###样本2:未液化砂层，23个样本\n",
    "classX2 = np.array([[8.40,  8.40,  8.40,  6.3, 7.00,  7.00,  7.00,  8.30,8.30,   7.2,   7.2,  7.2, 5.50,\n",
    "                     8.40,  8.40,  7.50,7.50,  8.30,  8.30, 8.30, 8.30,  7.80,  7.80],\n",
    "                    [32.0 ,32.00, 32.00, 11.0, 8.00,  8.00,  8.00, 161.00, 161.0, 6.0, 6.0,  6.0, 6.00,\n",
    "                     113.00,113.00,  52.00, 52.00, 97.00, 97.00,89.00,56.00,172.00,283.00],\n",
    "                    [1.00,  2.00,  2.50,  4.5, 4.50,  6.00,  1.50,  1.50, 0.50,   3.5,   1.0,  1.0, 2.50, \n",
    "                     3.50,  3.50,  1.00,1.00,  0.00,  2.50, 0.00, 1.50,  1.00,  1.00],\n",
    "                    [5.00,  9.00,  4.00,  7.5, 4.50,  7.50,  6.00,  4.00, 2.50,   4.0,   3.0,  6.0, 3.00, \n",
    "                     4.50,  4.50,  6.00,7.50,  6.00,  6.00, 6.00, 6.00,  3.50,  4.50],\n",
    "                    [4.00, 10.00, 10.00,  3.0, 9.00,  4.00,  1.00,  4.00, 1.00,  12.0,   3.0,  5.0, 7.00, \n",
    "                     6.00,  8.00,  6.00,8.00,  5.00,  5.00,10.00,13.00,  6.00,  6.00],\n",
    "                    [0.35,  0.35,  0.35,  0.2, 0.25,  0.25,  0.25,  0.08, 0.08,  0.30,   0.3,  0.3, 0.18,\n",
    "                     0.15,  0.15,  0.16, 0.16,  0.15,  0.15, 0.16, 0.25,  0.21,  0.18],\n",
    "                    [75.00, 75.00, 75.00,  15.0, 30.00, 30.00, 30.00, 70.00, 70.00,  30.0,  30.0,  30.0, \n",
    "                     18.00, 75.00, 75.00, 40.00, 40.00,180.00,180.00,180.00,180.00, 45.00, 45.00]])\n",
    "###样本1和2的样本方差/协方差矩阵\n",
    "#按照行向量计算协方差矩阵\n",
    "S1 = np.cov(classX1)\n",
    "S2 = np.cov(classX2)\n",
    "l1= classX1.shape[1]\n",
    "l2= classX2.shape[1]\n",
    "###样本1和2的均值\n",
    "mu1 = np.mean(classX1,axis=1)\n",
    "mu2 = np.mean(classX2,axis=1)\n",
    "\n",
    "###样本1和2各自以及和对方之间的马氏距离计算\n",
    "d1_2 = np.diag(((classX1 - np.matrix(mu2).T).T)@np.linalg.inv(S2)@\n",
    "               (classX1 - np.matrix(mu2).T))\n",
    "#样本1到1之间的马氏距离\n",
    "d1_1 = np.diag(((classX1 - np.matrix(mu1).T).T)@np.linalg.inv(S1)@\n",
    "               (classX1 - np.matrix(mu1).T))\n",
    "#样本2到2之间的马氏距离\n",
    "d2_2 = np.diag(((classX2 - np.matrix(mu2).T).T)@np.linalg.inv(S2)@\n",
    "               (classX2 - np.matrix(mu2).T))\n",
    "#样本2到1之间的马氏距离\n",
    "d2_1 = np.diag(((classX2 - np.matrix(mu1).T).T)@np.linalg.inv(S1)@\n",
    "               (classX2 - np.matrix(mu1).T))\n",
    "\n",
    "###根据判别函数的定义如果两两相比，距离小的那个类是数据所属类\n",
    "#根据判别函数，样本1的数据判别为类型1的结果为\n",
    "result1 = d1_1<d1_2\n",
    "result1_1 = np.zeros(l1,dtype=int)\n",
    "result1_1[np.where(result1)] = 1\n",
    "result1_1[np.where(result1!=True)] = 2\n",
    "print('样本1判别为类型1的结果为：',result1_1)#结果显示第9个样本判别错误\n",
    "#根据判别函数，样本2的数据判别为类型1的结果为\n",
    "result2 = d2_2<d2_1 \n",
    "result2_1 = np.zeros(l2,dtype=int)\n",
    "result2_1[np.where(result2)] = 2\n",
    "result2_1[np.where(result2!=True)] = 1\n",
    "#结果显示样本2的类型判别全部正确\n",
    "print('样本2判别为类型2的结果为：',result2_1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sepal.Length</th>\n",
       "      <th>Sepal.Width</th>\n",
       "      <th>Petal.Length</th>\n",
       "      <th>Petal.Width</th>\n",
       "      <th>Species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Sepal.Length  Sepal.Width  Petal.Length  Petal.Width    Species\n",
       "0             5.1          3.5           1.4          0.2     setosa\n",
       "1             4.9          3.0           1.4          0.2     setosa\n",
       "2             4.7          3.2           1.3          0.2     setosa\n",
       "3             4.6          3.1           1.5          0.2     setosa\n",
       "4             5.0          3.6           1.4          0.2     setosa\n",
       "..            ...          ...           ...          ...        ...\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "'''\n",
    "  距离判别在多分类任务的应用。\n",
    "  机器学习的经典数据集鸢尾花，根据花萼和花瓣的长度与宽度四种属性，对鸢尾花分类。\n",
    "  共有3类鸢尾花。\n",
    "'''\n",
    "import pandas as pd\n",
    "iris_fromfile = pd.read_csv('e:\\\\data\\\\iris.csv', skiprows=1,\n",
    "                        names=['Sepal.Length','Sepal.Width','Petal.Length',\n",
    "                               'Petal.Width','Species'])\n",
    "\n",
    "###生成类型因子，1表示setosa；2表示versicolor；3表示virginica\n",
    "iris_factors = np.repeat([1,2,3],[50,50,50]) #1、2、3各重复50次，对应相应鸢尾花的类型\n",
    "irisArray = np.array(iris_fromfile) #转换成数组类型，便于处理\n",
    "iris = np.array(irisArray[:,0:-1],dtype=float) #取出前4列，排除第5列鸢尾花类名\n",
    "iris_fromfile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "马氏距离计算的函数\n",
    "'''\n",
    "def mahalanobis(data,mu,var):\n",
    "    dist = np.diag(((data - np.matrix(mu).T).T)@\n",
    "                   np.linalg.inv(var)@(data - np.matrix(mu).T))\n",
    "    return dist   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2.13446792, 2.84911869, 2.08133866, 2.45238163, 2.46215453,\n",
       "       3.88341767, 2.86210813, 1.83330032, 3.38407311, 2.37521789,\n",
       "       3.28310687, 2.77479751, 2.61329752, 3.60343235, 8.73751836,\n",
       "       9.71278989, 5.76058768, 2.32138944, 4.49968993, 3.43886583])"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "###计算iris鸢尾花数据集的马氏距离\n",
    "m = np.mean(iris,axis=0)#向量均值，即每个观测变量的均值\n",
    "cov1 = np.cov(iris.T) #观测变量之间的协方差\n",
    "result = mahalanobis(iris.T,m,cov1) \n",
    "##显示前20个数据，总共是150个\n",
    "result[0:20,]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "###多分类距离判别，距离最小的因子即判别为数据的类型。\n",
    "def distinguishDistance(train,factor,test=None,vequal=False):\n",
    "    #如果没有另外指定测试数据，就直接使用训练数据作为测试数据\n",
    "    if test is None:\n",
    "        test = train\n",
    "    \n",
    "    #类型个数\n",
    "    f_n = len(np.unique(factor))\n",
    "    \n",
    "    #train.shape[1]：属性数；生成的形状是(类型数，属性数)\n",
    "    mu = np.zeros((f_n,train.shape[1]))\n",
    "    \n",
    "    #列合并数据和类型因子\n",
    "    trainWithFactors = np.c_[train,factor]\n",
    "    #求每种类型的鸢尾花每个属性的均值（各自）\n",
    "    for i in np.arange(0,f_n):\n",
    "        j = i+1\n",
    "        #特别要注意axis参数，0：表示纵向，即每列的均值；1：表示横向，求每行的均值\n",
    "        mu[i,] = np.mean(train[np.where(trainWithFactors[:,4]==j)],axis=0)\n",
    "    #数据条数，如果没有输入测试数据，回代训练数据\n",
    "    rows_test = test.shape[0]\n",
    "    #生成判别类型的保存变量\n",
    "    ftype = np.zeros(rows_test)\n",
    "    \n",
    "    #形状：(类型数,测试数据条数)，此处是(3,150)\n",
    "    #保存所有测试数据与各类型之间的距离\n",
    "    D = np.zeros((f_n,rows_test))\n",
    "    \n",
    "    #方差相等的情况\n",
    "    if vequal==True:\n",
    "        #计算全部数据的协方差（即不分类型），注意要将数据转置成行向量\n",
    "        cov_train = np.cov(train.T)\n",
    "        #计算数据与各类型之间的马氏距离，本例中该结果的shape应为(3,150)\n",
    "        for i in np.arange(0,f_n):\n",
    "            D[i,:] = mahalanobis(test.T,mu[i,],cov_train)\n",
    "    else:\n",
    "        for i in np.arange(0,f_n):\n",
    "            j = i+1\n",
    "            #按照不同类别，计算各自类别数据的协方差\n",
    "            covByFactor = np.cov(train[np.where(trainWithFactors[:,4]==j)].T)\n",
    "            D[i,:] = mahalanobis(test.T,mu[i,],covByFactor)\n",
    "    \n",
    "    #比如本例mahalanobis函数返回的是一个(3,150)的数组\n",
    "    for j in np.arange(0,rows_test):\n",
    "        dmin=float('Inf')\n",
    "        for i in np.arange(0,f_n):\n",
    "            if D[i,j] < dmin:\n",
    "                dmin = D[i,j]\n",
    "                ftype[j] = i+1\n",
    "    return ftype                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "假设方差相同的情况下，回代分类准确率为: 0.87 \n",
      "误判数据： [ 41  51  56  61  66  70  77  84  85 103 106 107 108 119 122 129 130 133\n",
      " 134 146]\n",
      "\n",
      "假设方差不相同的情况下，回代分类准确率为: 0.98 \n",
      "误判数据： [70 72 83]\n"
     ]
    }
   ],
   "source": [
    "###训练数据回代，然后对比，验证准确率。假设协方差相等的情况下误判较多\n",
    "f = distinguishDistance(iris,iris_factors,vequal=True)\n",
    "missort = np.where(f != iris_factors)[0]\n",
    "accuracy =1 - len(missort)/len(iris_factors)\n",
    "print('假设方差相同的情况下，回代分类准确率为:',np.round(accuracy,2),'\\n误判数据：',missort)\n",
    "\n",
    "###训练数据进行回代，然后进行对比，验证准确率。假设协方差不相同的情况下：\n",
    "#判别的准确率高出不少。\n",
    "f = distinguishDistance(iris,iris_factors)\n",
    "missort = np.where(f != iris_factors)[0]\n",
    "accuracy =1 - len(missort)/len(iris_factors)\n",
    "print('\\n假设方差不相同的情况下，回代分类准确率为:',accuracy,'\\n误判数据：',missort)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([70, 72, 83], dtype=int64),)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.where(f != iris_factors)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1.2 贝叶斯判别\n",
    "#### (1) 两个总体二分类的贝叶斯判别\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "两总体的贝叶斯判别分析函数\n",
    "'''\n",
    "#rate = p2/p1,即第2个样本的数量除以第1个样本的数量\n",
    "def discrimBayes(train1,train2,rate=1,test=None,vequal=False):\n",
    "    #如果测试数据为空，将训练数据回代\n",
    "    if test==None:\n",
    "        test = np.vstack((train1,train2))\n",
    "    #数据条数\n",
    "    rows_test = test.shape[0]\n",
    "    #分类结果保存\n",
    "    ftype = np.zeros(rows_test)\n",
    "    #第1、2个样本的均值\n",
    "    mu1 = np.mean(train1,axis=0)\n",
    "    mu2 = np.mean(train2,axis=0)\n",
    "    #如果协方差矩阵相等\n",
    "    if vequal == True:\n",
    "        cov_train =  np.cov(np.vstack((train1,train2)).T)\n",
    "        #这里beta的公式乘以2是因为了和距离函数中W(x)中的1/2抵消\n",
    "        beta = 2*np.log(rate)\n",
    "        #马氏距离计算出来之后无需乘以1/2，因为前面的beta已经乘以2，\n",
    "        #二者在一个量级，不影响大小的比较\n",
    "        d = mahalanobis(test.T,mu2,cov_train) - mahalanobis(test.T,mu1,cov_train)\n",
    "    else:\n",
    "        cov1 = np.cov(train1.T)\n",
    "        cov2 = np.cov(train2.T)\n",
    "        \n",
    "        #计算两个样本数据的协方差行列式\n",
    "        #在线性代数里，行列式的几何意义表示的二维矩阵的张成面积，三维就是张成体积\n",
    "        #因此会使用协方差的行列式之比，能很好比较二者大小。\n",
    "        #注意协方差的比值没有乘以1/2\n",
    "        beta = 2*np.log(rate)+np.log(np.linalg.det(cov1)/np.linalg.det(cov2))\n",
    "        d = mahalanobis(test.T,mu2,cov2) - mahalanobis(test.T,mu1,cov1)\n",
    "    #判别类型\n",
    "    for i in np.arange(0,rows_test):\n",
    "        if d[i] > beta:\n",
    "            ftype[i] = 1\n",
    "        else:\n",
    "            ftype[i] = 2\n",
    "    return ftype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "贝叶斯判别的准确率为(协方差不相等)： 1.0\n",
      "贝叶斯判别的准确率为(协方差相等)： 0.83\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "使用例1：砂基液化的数据\n",
    "'''\n",
    "train1 = classX1.T\n",
    "train2 = classX2.T\n",
    "rows1 = train1.shape[0]\n",
    "rows2 = train2.shape[0]\n",
    "factors = np.repeat([1,2],[12,23])\n",
    "\n",
    "#方差不相等的情况下判别全对。假设方差相等时，判别准确率差强人意\n",
    "f = discrimBayes(train1,train2,rows2/rows1,vequal=False)\n",
    "accuracy = len(np.where(factors == f)[0])/len(factors)\n",
    "print('贝叶斯判别的准确率为(协方差不相等)：',np.round(accuracy,2))\n",
    "\n",
    "f1 = discrimBayes(train1,train2,rows2/rows1,vequal=True)\n",
    "accuracy1 = len(np.where(factors == f1)[0])/len(factors)\n",
    "print('贝叶斯判别的准确率为(协方差相等)：',np.round(accuracy1,2))"
   ]
  },
  {
   "attachments": {
    "6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%902_4.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 例2：\n",
    "![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%902_4.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%902_4.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "贝叶斯判别的准确率为(协方差相同)： 0.93\n",
      "判别类型： [1. 1. 1. 2. 1. 1. 2. 2. 2. 2. 2. 2. 2. 2.]\n",
      "\n",
      "贝叶斯判别的准确率为(协方差不同)： 1.0\n",
      "判别类型： [1. 1. 1. 1. 1. 1. 2. 2. 2. 2. 2. 2. 2. 2.]\n"
     ]
    }
   ],
   "source": [
    "###本例中，协方差不相同时，判别全对；相同时，第4个数据误判\n",
    "TrnX1=np.array([[24.8, 24.1, 26.6, 23.5, 25.5, 27.4],\n",
    "               [-2.0, -2.4, -3.0, -1.9, -2.1, -3.1]]).T\n",
    "  \n",
    "TrnX2=np.array([[22.1, 21.6, 22.0, 22.8, 22.7, 21.5, 22.1, 21.4],\n",
    "               [-0.7, -1.4, -0.8, -1.6, -1.5, -1.0, -1.2, -1.3]]).T\n",
    "rows1 = TrnX1.shape[0]\n",
    "rows2 = TrnX2.shape[0]\n",
    "factors = np.repeat([1,2],[rows1,rows2])\n",
    "\n",
    "###假定协方差相同\n",
    "f = discrimBayes(TrnX1,TrnX2,rows2/rows1,vequal=True)\n",
    "accuracy = len(np.where(factors == f)[0])/len(factors)\n",
    "print('贝叶斯判别的准确率为(协方差相同)：',np.round(accuracy,2))\n",
    "print('判别类型：',f)\n",
    "\n",
    "###假定协方差不同\n",
    "f1 = discrimBayes(TrnX1,TrnX2,rows2/rows1,vequal=False)\n",
    "accuracy1 = len(np.where(factors == f1)[0])/len(factors)\n",
    "print('\\n贝叶斯判别的准确率为(协方差不同)：',np.round(accuracy1,2))\n",
    "print('判别类型：',f1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "--------"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " #### (2) 多分类问题的贝叶斯判别\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "贝叶斯判别在多分类中的应用。\n",
    "'''\n",
    "def distinguishBayes(train,factor,p=None,test=None,vequal=False):\n",
    "    #注意train是列向量\n",
    "    #如果test为空，则直接使用训练数据\n",
    "    if test is None:\n",
    "        test = train\n",
    "    \n",
    "    if p == None:\n",
    "        p=np.repeat(1,len(np.unique(factor)))\n",
    "    \n",
    "    #类型数\n",
    "    f_n = len(np.unique(factor))\n",
    "    #用来保存均值的多维数组，(类型数,样本数据数)，本例中是(3,150)\n",
    "    mu = np.zeros((f_n,train.shape[1]))\n",
    "    #将训练数据和类型因子关联起来\n",
    "    trainWithFactors = np.c_[train,factor]\n",
    "    \n",
    "    #获取每种类型的数据各属性的均值\n",
    "    #本例中有3个种类，4个属性\n",
    "    #每行就是某个种类的4个属性的均值\n",
    "    for i in np.arange(0,f_n):\n",
    "        j = i+1\n",
    "        mu[i,] = np.mean(train[np.where(trainWithFactors[:,4]==j)],axis=0)\n",
    "    \n",
    "    #注意传入函数的训练数据是列向量，rows_test是训练数据的条数（也是行数）\n",
    "    rows_test = test.shape[0]\n",
    "    #保存每条数据的类型\n",
    "    ftype = np.zeros(rows_test)\n",
    "    #距离：每条数据和每个类型距离都要保存，本例D.shape=(3,150)\n",
    "    D = np.zeros((f_n,rows_test))\n",
    "    \n",
    "    #协方差矩阵相同\n",
    "    if vequal==True:\n",
    "        cov_train = np.cov(train.T)\n",
    "        for i in np.arange(0,f_n):\n",
    "            d = mahalanobis(test.T,mu[i,],cov_train)\n",
    "            \n",
    "            ###判别函数\n",
    "            \n",
    "            D[i,:] = d - 2*np.log(p[i])\n",
    "    else:##协方差矩阵不相同\n",
    "        #每次循环计算训练数据(150条)和1个类型的距离，循环次数等于类型个数\n",
    "        for i in np.arange(0,f_n):\n",
    "            j = i+1            \n",
    "            ###分别计算3个类型训练数据的协方差矩阵\n",
    "            #注意要将矩阵转置成行向量，才能计算4个属性的协方差矩阵\n",
    "            covByFactor = np.cov(train[np.where(trainWithFactors[:,4]==j)].T)\n",
    "            #计算数据和某个类型的距离\n",
    "            d = mahalanobis(test.T,mu[i,],covByFactor)    \n",
    "            D[i,:] = d - 2*np.log(p[i]) - np.log(np.linalg.det(covByFactor))\n",
    "    \n",
    "    ###根据判别准则进行判别\n",
    "    \n",
    "    for j in np.arange(0,rows_test):\n",
    "        dmin=float('Inf')\n",
    "        #每列迭代比较，最小距离所在行索引+1即该条数据的判别类型\n",
    "        for i in np.arange(0,f_n):\n",
    "            if D[i,j] < dmin:\n",
    "                dmin = D[i,j]\n",
    "                ftype[j] = i+1\n",
    "    return ftype                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "贝叶斯判别准确率(假设样本方差不同): 0.9667 \n",
      "误判数据： [68 70 72 77 83]\n"
     ]
    }
   ],
   "source": [
    "###使用鸢尾花数据\n",
    "f = distinguishBayes(iris,iris_factors)\n",
    "missort = np.where(f != iris_factors)[0]\n",
    "accuracy =1 - len(missort)/len(iris_factors)\n",
    "print('贝叶斯判别准确率(假设样本方差不同):',np.round(accuracy,4),'\\n误判数据：',missort)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1.3 Fisher判别\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "Fisher判别\n",
    "二分类\n",
    "'''\n",
    "def discrimFisher(train1,train2,test=None):\n",
    "    if test==None:\n",
    "        test = np.vstack((train1,train2))\n",
    "    nrowsTest = test.shape[0]\n",
    "    nrow1 = train1.shape[0]\n",
    "    nrow2 = train2.shape[0]\n",
    "    ftype = np.zeros(nrowsTest)   \n",
    "    \n",
    "    #第1、2样本数据的均值\n",
    "    mu1 = np.mean(train1,axis=0)\n",
    "    mu2 = np.mean(train2,axis=0)\n",
    "    \n",
    "    ###S是2个样本协方差矩阵之和，作为类内偏差之和\n",
    "    S = (nrow1-1)*np.cov(train1.T) + (nrow2-1)*np.cov(train2.T)\n",
    "    #下述例子是使用方差向量作为S统计量的值\n",
    "    #S = (nrow1-1)*st.tvar(train1) + (nrow2-1)*st.tvar(train2)\n",
    "    \n",
    "    \n",
    "    ###2个样本数据均值的调和均值\n",
    "    mu = (nrow1/(nrow1+nrow2))*mu1 + (nrow2/(nrow1+nrow2))*mu2\n",
    "    \n",
    "    \n",
    "    wx=np.array(mu2-mu1)@np.linalg.inv(S)@(test - mu).T\n",
    "    ###下述代码是使用方差向量作为S的值计算判别函数。\n",
    "    #判别精度都为94%，但是其中错判的数据有一个不同，为[7,28]\n",
    "    #wx=np.array(mu2-mu1)@np.diag(S**(-1))@(test - mu).T\n",
    "    \n",
    "    ###根据判别准则计算类别\n",
    "    for i in np.arange(0,nrowsTest):\n",
    "        if wx[i]<=0:\n",
    "            ftype[i] = 1\n",
    "        else:\n",
    "            ftype[i] = 2\n",
    "    return ftype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fisher判别的准确率为： 0.94 \n",
      "误判数据： [27 28]\n"
     ]
    }
   ],
   "source": [
    "#使用砂基液化的数据\n",
    "train1 = classX1.T\n",
    "train2 = classX2.T\n",
    "f = discrimFisher(train1,train2)\n",
    "factors = np.repeat([1,2],[12,23])\n",
    "missort = np.where(f!=factors)[0]\n",
    "accuracy = len(np.where(factors == f)[0])/len(factors)\n",
    "print('Fisher判别的准确率为：',np.round(accuracy,2),'\\n误判数据：',missort)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "a:\n",
      " [[ 1  2  3  4]\n",
      " [ 5  6  7  8]\n",
      " [ 9 10 11 12]]\n",
      "\n",
      "b:\n",
      " [1 2 3 4]\n",
      "\n",
      "c:\n",
      " [[1]\n",
      " [2]\n",
      " [3]]\n",
      "\n",
      "a-b:\n",
      " [[0 0 0 0]\n",
      " [4 4 4 4]\n",
      " [8 8 8 8]]\n",
      "\n",
      "a-c:\n",
      " [[0 1 2 3]\n",
      " [3 4 5 6]\n",
      " [6 7 8 9]]\n"
     ]
    }
   ],
   "source": [
    "###Numpy的广播机制\n",
    "a=np.arange(1,13).reshape(3,4)\n",
    "b=np.array([1,2,3,4])\n",
    "c=np.array([[1,2,3]]).T\n",
    "print('a:\\n',a)\n",
    "print('\\nb:\\n',b)\n",
    "print('\\nc:\\n',c)\n",
    "print('\\na-b:\\n',a-b)\n",
    "print('\\na-c:\\n',a-c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([3, 4, 5, 6, 7, 8, 9], dtype=int64),)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "a=np.array([1,2,3,4,5,6,7,8,9,10])\n",
    "np.where(a>3)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.1.4 线性判别与二次判别分析\n",
    "英语：Linear & Quadratic Discriminant Analysis,LDA&QDA\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "LDA&QDA，线性&二次判别分析函数\n",
    "'''\n",
    "def lqda(train,factor,test=None,linear=True):\n",
    "    #注意train是列向量\n",
    "    #如果test为空，则直接使用训练数据\n",
    "    if test is None:\n",
    "        test = train\n",
    "    \n",
    "    #类型数\n",
    "    f_n = len(np.unique(factor))\n",
    "    #用来保存均值的多位数组，(类型数,样本数据数)，本例中是(3,150)\n",
    "    mu = np.zeros((f_n,train.shape[1]))\n",
    "    #将训练数据和类型因子关联起来\n",
    "    trainWithFactors = np.c_[train,factor]\n",
    "    \n",
    "    ###训练集的样本量，此处为150\n",
    "    n=train.shape[0]\n",
    "    ###计算训练数据的先验概率\n",
    "    pi=np.zeros((f_n,))\n",
    "    i=0\n",
    "    for f in np.unique(factor):\n",
    "        #取出每个类型数据的条数\n",
    "        ni=np.sum(trainWithFactors[:,4]==f)\n",
    "        #用每类型数据的条数/总数据量，即为先验概率\n",
    "        pi[i]=ni/n\n",
    "        i=i+1\n",
    "                  \n",
    "    \n",
    "    #获取每种类型的数据各属性的均值\n",
    "    \n",
    "    for i in np.arange(0,f_n):\n",
    "        j = i+1\n",
    "        mu[i,] = np.mean(train[np.where(trainWithFactors[:,4]==j)],axis=0)\n",
    "    \n",
    "    #注意传入函数的训练与测试数据是列向量，rows_test是测试数据的条数（也是行数）    \n",
    "    rows_test = test.shape[0]\n",
    "    #保存每条数据的类型\n",
    "    ftype = np.zeros(rows_test)\n",
    "    #Delta判别函数的值：每条数据和每个类型Delta都要保存，本例D.shape=(3,150)\n",
    "    #Delta最大的那个行索引即判定类。\n",
    "    D = np.zeros((f_n,rows_test))\n",
    "    \n",
    "    #lda,线性判别\n",
    "    if linear==True:\n",
    "        ###注意计算协方差矩阵使用训练数据\n",
    "        cov_train = np.cov(train.T)\n",
    "        for i in np.arange(0,f_n):\n",
    "            ###判别函数，计算测试数据的判别函数，注意一定要将mu[i,]转换成矩阵\n",
    "            \n",
    "            D[i,:] = test@np.linalg.inv(cov_train)@mu[i,] \\\n",
    "                     - 1/2*mu[i,]@np.linalg.inv(cov_train)@mu[i,] \\\n",
    "                     + np.log(pi[i])\n",
    "            \n",
    "    ##qda,二次判别使用各自类型的协方差矩阵进行参数估计        \n",
    "    else:\n",
    "        #每次循环计算训练数据(150条)和1个类型的距离，循环次数等于类型个数\n",
    "        for i in np.arange(0,f_n):\n",
    "            j = i+1            \n",
    "            ###分别计算每个类型训练数据的协方差矩阵\n",
    "            #注意要将矩阵转置成行向量，才能计算每个属性的协方差矩阵\n",
    "            covByFactor = np.cov(train[np.where(trainWithFactors[:,4]==j)].T)\n",
    "            \n",
    "            D[i,:]=-(1/2)*mahalanobis(test.T,mu[i,],covByFactor) \\\n",
    "                   -(1/2)*np.log(np.linalg.det(covByFactor)) \\\n",
    "                   +np.log(pi[i]) \n",
    "                        \n",
    "    '''\n",
    "    根据判别准则进行判别。    \n",
    "    '''\n",
    "    for j in np.arange(0,rows_test):\n",
    "        dmax=float('-Inf')\n",
    "        #每列迭代比较，最小距离所在列索引+1即该条数据的判别类型\n",
    "        for i in np.arange(0,f_n):\n",
    "            if D[i,j] > dmax:\n",
    "                dmax = D[i,j]\n",
    "                ftype[j] = i+1\n",
    "    return ftype                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1, 2, 3])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.arange(1,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "二次判别分析的准确率: 0.98 \n",
      "误判数据： [ 70  83 133]\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "使用lqda函数，linear设为False，即二次判别分析。\n",
    "准确率较高，和R语言的qda函数计算的结果一致。\n",
    "'''\n",
    "f = lqda(iris,iris_factors,linear=False)\n",
    "missort = np.where(f != iris_factors)[0]\n",
    "accuracy =1 - len(missort)/len(iris_factors)\n",
    "print('二次判别分析的准确率:',np.round(accuracy,4),'\\n误判数据：',missort)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "线性判别准确率: 0.98 \n",
      "误判数据： [ 70  83 133]\n"
     ]
    }
   ],
   "source": [
    "'''\n",
    "设为lqda函数的参数linear=True即为线性判别分析。\n",
    "判别结果与二次判别相同，说明判别边界为线性。\n",
    "'''\n",
    "f1 = lqda(iris,iris_factors,linear=True)\n",
    "missort1 = np.where(f != iris_factors)[0]\n",
    "accuracy1 =1 - len(missort1)/len(iris_factors)\n",
    "print('线性判别准确率:',np.round(accuracy1,4),'\\n误判数据：',missort1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 7 16 27]\n",
      " [44 60 78]] \n",
      "\n",
      "[[ 50  74]\n",
      " [122 182]] \n",
      "\n",
      "[[ 9 20 33]\n",
      " [36 50 66]] \n",
      "\n",
      "[[10 20 30]\n",
      " [44 55 66]] \n",
      "\n",
      "[[ 50  74]\n",
      " [122 182]]\n"
     ]
    }
   ],
   "source": [
    "###numpy的array与matrix数据不同计算方式\n",
    "#数组类型\n",
    "a=np.array([[1,2,3],[4,5,6]])\n",
    "b=np.array([[7,8,9],[11,12,13]])\n",
    "#矩阵类型\n",
    "c=np.matrix([[1,2,3],[4,5,6]])\n",
    "d=np.matrix([[7,8,9],[11,12,13]]).T\n",
    "#广播机制\n",
    "e=np.array([9,10,11])\n",
    "f=np.array([[10],[11]])\n",
    "print(a*b,'\\n')\n",
    "print(c*d,'\\n')\n",
    "print(a*e,'\\n')\n",
    "print(a*f,'\\n')\n",
    "print(a*d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-----------"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 聚类分析\n",
    "#### 英文名：cluster analysis\n",
    "-  事先不知道类别个数与结构\n",
    "-   通过数据的对象之间的距离远近度量相似性\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.1 距离度量"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.2 系统聚类法\n",
    "包括最短距离法、最长距离法、中间距离法（又称Mcquity相似法）、类平均法、重心法、离差平方和法（Ward方法）等各种方法。此处不作详细介绍。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x800 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "使用各种距离计算方法对数据进行聚类分析。\n",
    "'''\n",
    "import numpy as np\n",
    "import scipy.stats as st\n",
    "import statsmodels.api as sm\n",
    "import scipy.cluster as sc\n",
    "from scipy.cluster import hierarchy\n",
    "import matplotlib.pyplot as plt\n",
    "ytdist = np.array([662., 877., 255., 412., 996., 295., 468., \n",
    "                   268.,400., 754., 564., 138., 219., 869., 669.])\n",
    "###6种系统聚类法\n",
    "clustMethods = ['single','complete','median','centroid','ward','average']\n",
    "ax= plt.subplots(2,3,figsize=(12,8))\n",
    "\n",
    "i = 230\n",
    "for method in clustMethods:\n",
    "    i = i+1\n",
    "    plt.subplot(i)\n",
    "    Z = hierarchy.linkage(ytdist, method)\n",
    "    d1 = hierarchy.dendrogram(Z)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###还可以改变谱系图的轴方向\n",
    "Z = hierarchy.linkage(ytdist, method)\n",
    "hierarchy.set_link_color_palette(['m', 'c', 'y', 'k'])\n",
    "fig, axes = plt.subplots(1, 2, figsize=(8, 3))\n",
    "dn1 = hierarchy.dendrogram(Z, ax=axes[0], above_threshold_color='y',orientation='top')\n",
    "dn2 = hierarchy.dendrogram(Z, ax=axes[1], above_threshold_color='#bcbddc',orientation='right')\n",
    "#hierarchy.set_link_color_palette(None)  # 重置功能\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {
    "6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_2.jpg": {
     "image/jpeg": 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"
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IHinT/EUfijwjr2pXN54UvTfrf3TaSWHkieYMxaQMJPldjKiFElxKrgeS/DSb47X0Pwp+LHxK+Ga2Xi21ttb0nX/BthqNteReE7e6uInt7mCWBpBcOsNokbCNXdhdNzGFKn1b9iL4E/8ACoNA8baqvhiHwOfiB4on8Rt4ctnja30stDBblk8v5czm3Ny+FT57hwVyCTcYpN+n6pfPvfzsZyu7ev8An93a3lc91AzXzD/wV+8S+Jvh1/wT4+KHizwn4w8ReEdZ8OaFcXdvPpTwRyTP8gAMjxtImOcGFo25+9X0+OlfKf8AwWO8D/FL4ufsMeNPAnwp+HP/AAsTXvG2nS6W8X9vWek/YFYqRJm6ISTofl3Dp1qZXtdG9K3Mrnqnxd8OeMvHF54CsdEkhXwvPqDP4ukGsXGmagLMW0jQ/Z5IUMjN9p8ksqvESB9/G5G+Jtd/bc8c/Aqx+JHhzT9e17VPButfGjRvhr4A8TXxbU7+zS7hjfVooZJN73htZUuoIXl8xvO+Rmfy9te2/te/Ff8Aagh/Y48MzfDP4B/2x8QtevBZ+IfDa+PNPsZdCsQr7niv3KRs8m1F3RneglJGGUMvl/gv4P8Ax+/aR/Zbs734j/A7R/hD4n+DvjDRPEXw/wDA2k69p+pWt4mnNucG5hlKx+ek00PzsPL8tXCsSQ1RX71vpdX9OaN7fL9TGN1SSe9nb1s7X+dt/I+mv2ZdRsbf42ePtGt/FfjBrrS7TSmn8IeI7lry60XetwRepcvNMZo7oDHySGNGtXXAbcBD+1rZ33he71bxh4i8S+JofhxpXhqeJtG8MW2pxasNRDmQXf2mxkVhEsSlcSp5akhy6DdngPDHw4+I8nxl+OXx80rwXJD43vPBtr4W8D+Gr+7jjh1n7ElzdRSzOzRtF511dGIrL5exYc7sNuHReIvEfxm+H/ja18aXHh3WvE0WveB7W2uPB1pe2yafomupvlkVXVJJXMzSCLzS/lIsGSW3ArnVvJXW9n+T/P8AB2NY/E7+X/tv3Wf3pMxPgNpHxS8T/sdfBHxB8SPHg1BtN0E33jlfDMN1eXniJ5bcfZWtbnSpA5aMsrOYFkSbLFRjaw6b/gl/4s8XeOv2ZptY8Va62vWt94j1iXw3NcXyX19b6J9tlWxgvJlJ33UcKhXDsZEICyfvFevK/wBkf9l34pfsK/s+fA2wjvPFHiCz8N2Grjxb4YtZbUW8N1qM/wBrRztE8siWbtLBHHbtghw27au0+k/8Ew/2d/E/wS+HXxA17xhZXGieIfiv481bxvc6C88c8egLdOiR26SRsyvmOFZGf5SzzNlVIxW09asmtmn8nzKy+7Ux95Qiuqf4Wev32Ppsc1498XPAviLxt8XJF1vUP7J+Etj4bmnnvNO8T3ui6jDqfnZZ5Db+WWt1t8kMZ1CsGyjZVk9hC4NfFX/BVHxf+0tb+I/DPh34Ofs86f8AG3wLeW73fiUXXjTT9BjuZlfENlLHcOryW5A3yKvyy/KjHZvSTGV7q39af18zaPmcH8IZ/iv+1V+xb8HW8SeMvjVoN7feJdX+y+IPBZgsdb17SIXu10u4vPOha2RLi3WCR2mVFY7GyrMM9v49/aG0/S/A/wAC/h94D8ZeMNWh8e/EeXwb4i1TVNTmbxBbfYra+vdQtppiVkgnZ7QQny9m2OUmEqpjauj+FGt/Hy+8E/DX4jfEbwdrWg+KrVdYtfEXgHRdbtp9O06OeQGzldoBL9rMUduiqEJYNduxI2la868MfsH+NNG+FOl/E2bQbpPioPjFN8W7nwv9shZLRbuNtMn09ZxJsITTpPNMgyXkj4jGfLF299Lo2r+qlFa/9u6voZ814N9uZfhKzXztbyPaP2bvitqWkftwfGn4R3OoalqWg+FdM8P+JNFe/u5Lu4s49RS8imtzNIWkdBNYmRd7MV85lBChVHP/ALYXwy1z4gftEQ3a+OP2gPCnh7w74bS8mtfh9dRQWeoA3E5uPtHnQuHkVEi2rbstyQ52BucUR4D+KvgrWf2hfjd4K8Cw618SvFw0nRvB/hrVLpLSG+07TlKxzSNJLH5TSPeXshSTymUIi4P3n7v4333xM+EXxP8AGHiHwn4d8R/EaLxJ4et7bSNFfVY7fTdN1C3acBFQofLNwJUZ5pCqARKpbpiamkVJb209bO35/eaOKfMujt6/Zv8Ae7nmmvftgad8W/2s/hr8KvBOp+JPEHgi8+HDfEB7jQdSkXUvEdu1xHa2SG9kljkjiUCeWVmlSSRxChJ3Oj+7fsYeJbLxP8ANJvNP8bah4+tWur6NdU1CEw3kTLeTKbSZWJdZbYg27CQly0JLHPFfNPwM/YS1v/gnpqnwZ8QeF9I1Lx3ceG/h5N8PvEiho4JPmuV1CG5QKXIAujPF5aBwFnUlwI8t7x/wTv8A2ctU/Zz/AGeGs9ehmtfEni3XdU8Xa1ZtMkiaZealey3clqjIzK6Q+aIwwYh9pbjdtGq093/Fr/287f8Akr/Ay1evp/6Tq/8AwLoe9fx18t/to/C3xB8Ufjp4WjsPGfx58K6TpOi3t1PH8O7mG3i1CTzbfKXTXEUkTMIwxRFKzHc/lhucfUvOa8E+ON98QPhP8ZtQ8YeGdC8SePtO1Tw0unWvh+PVI7XTrTUIZpZUfZsYiS5EyxmdsJGtuNxO4Yxd1JSXn+T/AFNOj+X5o4H9s34mx3//AAST8beP/hJ8RvE9nZ6L4A1HV9D1yxuxcXl+YbKUp5091G84kDr8xBSZXUgkMCK9O8TaH4m+IPwV+H15Y+J7jSdPszaal4oENreXF9rdiLWQvbwPaypPHM0rQyb0LsRGVKsHIPzb8Vf2Pvih8Dv+CK+pfBP4feB5fiX448WeHdX07UoJNas9J+xXeqi6nuJFaZzEyRz3LKsYkxgL8x5Neq6T/wALob4MfCHxJdeF9e8Hav4OvDF4m8E6drVjfJq1obSS3V5blY33rG5WYRQjeWCjPGarlfNO214/frf1WwpbU2u0r+nu29HvuWf+CafjTxN460H4pX+pa9fax4N/4Tm9t/BkOqXb3Wsabp0cUKNBdmQmeOT7SLh1huf36RugcLwq0f8Agoz4t8UfD7x58Br3QfGPiDSLLXfifo2hajpVo8EVrf20gunkEjCPz2DFEDKJQhCjKmuL+EXwv+NPwg0H9pz4zeGPA0V18Svit4gtL3w34G1G/hisTb2NtBYxTvKZYwslzEryuHMTKVRSp25bQ/4Kn+Fvjb458b/B2H4Y/B3/AIWJpfg/xvpni7Ur/wD4Suw0nyltxco1v5dyQx+WRG3ruPOApwambb9lbvC/T+Xm/W5PK+Sp5qdvxt+Zrf8ABRL9rvT/ANkP4k+C9W+I0fiy3+DOp2d5b6lq/hq7uY59E1FTG8U13FaOl21qYRON8W9I2IaReUZfZv2OfEWpeNf2dvD2sajrEOuJqgnu9OvkvYb1ptOe5lex8yeEtFLMLUwLJIjMGdWO5vvHh/HeneMvB/x/0b4hN4HuPEVj4i8HLoeq6ctyk7eF7mOR7jy4yodpluWmEMjIgT/Q4WJwAtdJ+wr8AP8Ahnf4Ff2Suhw+FV1bWNQ14eH7eSN7XQDeXUk5s4PLJTy039UwpLMQqA7RVP4XF+f5v9NgmtU15fl/n0PaqzddhurrR7uKxuI7S+mhdIJ5IvOSCQg7WZMjcAcHGRmtEZzXOfFTwzqni/4aeINK0XVrnw/rGoadcW1hqlvGkk2nzvEyxzor/KWRyGAbgkc8VFS3Lr+BpHc+S/B13478FftwfBfwVD421fUtUsPDmqXPxOl1OW+tdM8SssMK28umWl7K4LC6dnY2RZIoyVkYbokPWfCPxX4osP8Agqt8SvB+oeMPEOv+G7X4eaFrNlYXzwrb2FxcajqySmOOGONfuwxLuZS+Ixlm7cO/wT+KH7R37Q37Nsnijw74g8O2fwPN3rOueILy+tri81S/+wmxS1Zo1iR1nE0k0kkCNGTGEwmQam+GOjfHhf8AgrV4y8aat8DW0v4b694X03wnD4i/4TPTp8JZXuoTi6+yr+/PmLdr+7Kjbj7xJIGuvtIrpeX3WdvTXoZvWnLvaP38yv66I6H9vD45eKtN+K3wb0/wtq15pPh8fFLR9D1+W2YxtqzSxTyvZbh/yxRUiaQDhmkRMnZIlekf8FHf2h9U/ZX/AGGfid8QNC8ka54b0OWbTDKgkjiupMRQuy/xKskiMQeCFxXzh/wUk/Y38eSeI/g/B8Hvhh4w8daXoXjq38Wa84+KtzpaWio1w0qpHdXXyu7z7/MhG5eQAd3Hs3x7+DHj79sP4YfHb4Q+LPDNv4a8C6x4Y0+y8Ia9DfR3l5fXk1vK115qGYtm1uEtgDIEEu5juYZIximqcn/ef3csf1ubJfv4vpZX/wDAn+jOL+OHxs1L9hD48fC/T4dZ8SeItC8ZeE/Ez6xb6vq09+0t7pVhFqEV1G0rN5LMq3KMke2NhKnyfIuOT8M/tA+LPhn+z1+yX8UrzxFr2qa58ZNe0Kw8XW91qEsthdrrdnI58m2ZvJt/IuGgMfkKnyoQd28577/hQvij9sP45/DvWviR4RvfCumeAfBGp2V5AZ0mSfWNXhjs7qBW4LJBbxy4lQPHJ9qGHHlndy/wu/ZX8beKPAf7Nfwt8TeHb2x0f4DavHqWo6z5kZXUV0eCW00gqA23/Sg8dwwjaUw+T5bAFtw1SlzaP7UfuUpc33q1jn+wkt+V/e0uX7j7nU5UfSloAwKKZofLH/BXvxL4o+HH7FHiTxV4T8ZeIvCep6Lc6ao/sp4YvtQn1OzhcO7RtMvyO4HlOmd5zuFdP+3j4E1z4l+E/A+i6L4m+KnhNbzxIv2zUPAEscOqJGthesiO8sUkKwtMIQxmUR5K5IOCOH/4LJ+Bvi18XP2QtR8E/Cf4Zf8ACxdU8SXNm1yP+Eis9I/s5Le9tbjP+lELLvEbjAYbcdzgV3Xi/UPiRqlh8MvH914Z8R6LqWjSXY8Q+CNN1yG5t9k8TRrLO8SN9q8korIka53TZ/gqN4/P/If2vkHwRn0nxP8As5a1ofhP4hfEG51Twre3Gm6zqms3cd14gtNQiw00Fx9oieJGIZCBFGsZjdHi+VlY1f8AglF4+1z4rf8ABN/4L+JvE2r32veINc8KWV5f6jeSma4u5njBeR2PJJPXmuD+BHwq+JXwU+Dfxo+Itt8P7jWviZ8XvFMviE+DDrttZpZxLBBp9vGt2xaIk21sk7MwUlpNu1SorJ/YP0v9oX9nj/gkvY+GLr4O2ek/F74b+Fk0vw/oF54nsr6DxDcww4j3zQyLFCrPwQ0vH9/vVwl7km97Q/J81vRshRfMl5yt9+l/kegftxDVPAmh+MvGuteKfE0Pgyy8Ktb6TpXhpNRs7+01cNM5vJby1mWNYWTyEzcqIYvLLtIqswPmvwv+IXxS8X/Gf9nb4Z/EzxDK0GrfCm78UeItV8Oai1lH4m16BtPhMSXNqyHyokuZJisDqkhkVuUUCvQ/irq3xi+G3jDxVr1l4d1vx/Y+LPCdpFpvhgXdrFpujavGkwltwRG8h89nTdNK4iUKo7Zrzz4L/syeOP2OP2T/AID/AA1k8GaV8WtB8F+GbxNWttTsIpLyLWW8t7SKCXzJEt4gZrqDcEkURqgMij7yp6Np/L7pL/J/ch1Ly5Wv6+H/AIZ/M9I/4JiftEal8f8A4YePrTUtSm1qX4c/ELXfBkGqSyB5dQtbS6zbSSOOJHFvLEhcglzGXJJYmvpofe/GvF/2E/2Zj+zH8Dm0+6ijg8QeKtXvfFevpHGkccN/fzGeWBFjZk8uEFIEKkgrCpzzXtC0o35Unukk/NpK7+bD7Upd2397uOoooqhhRRRQBS0/QLPSJbp7WztbaS9lM1w8MKxtPIersRjc3ucmpZrFLqGSKVFkhlBV0cBlkBGCGHcEcc9qZLr9jBrMGnSXlrHqF1E88Nq0qiaaNCqu6pncVUugJAwC656irPmqO/TrQBHLZRzvG0irI0J3oWUEo2CMjPQ4LDPoT61TtvDFjYavNqFvp9lb6hdKsc9ykKrNMgYsA7gbmALMQCTyx9SToJMsi7lZWXrkVlav4/0Hw/4m0fRb/WtKsdZ8Qed/ZdhcXccV1qXkqHm8mNiGk8tSGbaDtBBOBQBfgs1tpJGjjjTzW3vtULuOAMn1OABn2FeD/Dn/AJSm/GT/ALJV4D/9O/jOvfvMUd++K8B+HP8AylN+Mn/ZKvAf/p38Z0AfQFRmMt/n/PNOWZW/iFHmLigBAjAU+m+cufvd8fShpVWgB1NKZo85cfeo85fWgBpjLf5/zzShGApfOUH71HmL698UAOoopvmr6/56UAN8vnt1pwDY/rQJFNAmU/xUANWPA/8Ar1JTTOoP3ugyRQJVJ/8ArUANMef179qkpvmrnrSeeucfyFAD6KKTeCKAGGMk/wBf898VJTfNX1pv2hT3oAkopolUjrR5i4zQAbWK49sZpCrfz4pTKq9TR5ynvQA6ijNNEgJoAdTdvT6Y60GZQ23PPpSeeu7buG484oAXBC+v400R+3PTr2p3mqD1oMyr1NACFWK+lLtPp+v5UGVR3oWVWJAPI6j0oAdRRmmmZR/FQAbT/ntSbP8A9ePw/OlMyhtvf6UgnU96AAKwX/69CIe4+nPQUomU96DMq9/06UAIUp2MmkMijvj60eauetADqjMeD03fjUmab5y/3vei4DqYUyPxpfOXOPw6U0XKEdfegBQmB+NPpvmqW2569Pf/ADihZlf7pzxmgBFTaf8AP5fSn00yKrbSefSgzKDjdznGPegB1FGeKN1ADCpbA6L3p9NM6j+KjzVPegB1FN81fWjzlz169KAEKH04+vakEZ2/5zmnNMq9/wAKBMp70AOooooAKaVYj+vvQ0yqcZ6+1Hmr6+1ABtIH596dTWlVR174oEyt0YcdaAECsP8A9dJ5ZX/a/GnGZQaPNUGgB1FN85d23dyOopwbNABRRRQAUUUUAfBf/BU34mS/D/8AaE+A1rN4++Ffh3xNJ40XUPD0+u6bNbN4d00W0tvqd1dXH9oJHLFLFO1qkbRKr3F3bAYKeYvifxk+KWpa/wDB34nyeEfEWj3Vvb+KJtP0C9uIptQs5NI+2Qo0rXL6qkUsAgabdIYSPLViXJBavqP46/BLQ7L/AIKCfBW5vtPsdavPF0nih9UlvYBKLq3SxiWC2ZXLDyYoztCABMvJJt3yOW/OP4N/CnxxP8DPDXiO28WeKrfw7D8CtctjdxfBye8srMtPbyDT/tQgMcpkRHYXO47ViODgk0Afdn/BQTxH4Z+Af7Ifgrw98Kte8TeBfCOvWMlpZeIfBAup9G8I+HYoDd32qh7RJF3R2oYWwVgZJpoSMokhXyX4r+Ntc1v9rX9n2+0+98eX1k+l60+m3br4lae4gNha7JQ7aT5hd1Ks5QScs27HBrv/ANsHTb7Vv+CUvwp8HeE7e+vde8WeDbPQ59C0e1kmu9Q0K50lbfU5Ft4QS0dvFKlwQoBd4YYUYSzxBvEfjdd/Dv4zftpfCjVl+OHwJ1eO8j8Qvqk9/wCH9GWXSF+yWyxQ6hFMokRwAqqtyquCMAA0AfYv/BHeL4uy/sUeD7r4qa5a642oaNZXelz3jX1x4gXzVd5xqU90xMr72XZtRCifI24qGPY/Dn/lKb8ZP+yVeA//AE7+M65v/glr4Atvhb8FfEWkaP8AF74c/Fbwn/wkd3e+H4/BOi6XpWleFrOZhJ/ZqRaeTC+2UzOZCFZjKxIGK6T4df8AKUz4yf8AZKvAf/p38Z0AdF8XfAvijx18YNJtri4+w/C+LRbybVJ9P8R3mjaouo+ZCIDm2CO0Ih8/J89AGIJV8IV+a/2XPh38QP26v2QdMXxJ8U/iZ4R0PQvHOszeH/FPh/VF0zW/FWgQT3MGmzTTGNleKSJ1YsyfvViifktuPsX7fniH4hvpvhvw74R+Dvi74qeHNVuXm8URaRrOj6fHNaovy2Mv268tnZJnZWYx7hshZGDLIy1kfEy8+L3xY/4J0fGBovh5q3gj4g614e1ey8K+EzqWnz32n/6CYbVBPayPbbnlDSKBIdokUEjGBi5csHKPRP707/f0XkXy804wfV3+Vrfd1fyPDZbjxN+z78PfBd1pPxY+K3i7Rv2gviPonhXRb3xNrgvLzTtEIuJ5rm3eOOMRPeRW8m1wNyRSwkFXBxY/bM/a38e/si+JP2hPB/gm81bUG0PwDoHjPQbnUJ5dTn8P/a9SudN1CbzLgyPJHFFCt0qSFlQrIeVO0ev/AB0/ZQ8SeJP2V/gXa6PpS3PiL4N674a186ZHJHDNNHZILe6ghZmEXmGCSYKHYIxG3cMhhDdfCvxxc/tBfHD4z6J4L/tW81TwTpXhLwnomr3CafNrf2SS+uJzJvVxBDLJeCNRNGWzC5KhWXOsuZTfNqlJ381yq3/k36mMLyV11UWv8XNr/wCSkll8VpvgN/wUm+Hvwm07xFrmt+H/AIieBdU1ee31XV59UmtrvT57UQ3KSzOzos0VxOrqp2ExIQqkMW+g/iv4zuvDOjQ2WkrHL4i1ub7FpkcgyiSFdzTuP+eUSBpGPfaFGWZQfBPhv+zX9u/bCtfixpPw9tfCXh/wV4Lu9A0PSjaQWF3qt9dzwSzzJGmPJjVLSCFWn2uxZzsRFDSegXnw/m+MXw30Px54s8D+OPD3j6HRSsvhzRfGctteWDSlXks/OtbuC0mYMiZkLhT5a/NgClL+Eu6vfz96Vvwt8givfl52t90b/j+J8i/Cb9tfxhZfsZfsp+HdQ8ReINU8XfHTxFqOl6nrat5mqS21qb+6nWFjhY5pfJht1b5UhWZmBQICv1x+yfrdjf8AiP4jWVp4t8SatJpeux29x4d16Rpr3we/2OBvsxleSRpo5gRcLJ5joRNhT8pA+Rf2U/2G/iD8Kv2Zv2atU1jwF4q03xp8DfFl5qet6Rf69Bqlxe2d7a39pMbEpeTwgILuCZog0ZfyH2guRu+mf2Rfgf4g0P8AaV+PPxU1nTrrQ7X4q6jpC6Rp13tF5Faadp626zzKjMqNLI0hCE7wirvwTsTT7cl6/wDttvluVL7Pp+N5fjsfR4rl/ij44l8HeHUXT4Y7vXNWmWw0q1f7s9w4JBbHPlxqGkc9Qkb45wK6iuA+MnwY0bx/Pa67fWPiq+1Tw/aTx2MOh+I7vR7iVZShkjUw3MEbM/lIB5rADGNygnOcionzN+xRrPxW+OX7GXw/lfxBJ4iubr4ga/beMdTvdWn02/m0mHV9UiX7NJCrsrq0dqFjRogI0KK6LXJp8bvib8O4P2qrfwnP4j8c/Dv4Y61ov9iTXesF9SaMLHN4i0201C4k3SSQQ7/LaWTdHNK0XmDYuyv+y78Nfjb+yf8A8E5NQ8O6R8HfiddfEnUvEepeZZf8Jho9zLb2t3qd5ci8hkuNUa3QiCVQyo6SNK4PODIO10bwx8U/id8PNPtW+BuufC3wn8P9c0LULHwbe65o17ceIobee4nu2R7W5li3h2tpQtxMPMkt8kqWL1Mr3bXl8r8t2+6Vr29dUK/vff8AOzdkuzf5HUf8E8f2ovDf7WXinxZr/wANvEWval8PbG1srK403xFe3E2r6TrSmY3UckN073VuBGbdSshCM6M0YILO9/8A4K9eKPE3w7/4J7fFDxV4S8Y+IfCGteGtBuLu3m0h4I5JW+VRl3ieRMZ4MTIwP8VWtA+GN5P+1T4k+NPh3wDfabeN4Km0S5t7mOHTb7xjeLNHNah8vwIBHJCstwAf9KO35AScf/gpB4Z+I37Rn/BNDxR4V8P/AAw16+8ffELwytvJoFtq2mf8SO8kjjd4Zrm4uYYnEbbk8yEuGKEgYIqpO8P67v8APdeqKo6VLy2v+iv/AF1d2d5+3NquuaP+xD8Qdb0HxPrXhbWND8LajqkF9pvkec0kNjM6qWljfau4Bt0e1xtGGFdL+x9r954r/ZU+Gmqald3F/qWpeF9Nubq6uHMs1xK9pE7u7HJZmYkk9ya439qiLxf8Tf2DvGmkaL8OfFV14q8WeGtQ0W20A3ulx3ltNNaTQo0srXgtgm4oSUmZgGHHBx0/7FekeIPD/wCyv4D0XxP4Z1bwlrvh/RLHS7yxv57O4kEkFtHG7K9rPNEULK20793qBTjfnqX/ALtv/Jr/AJow961J+Ur/AD5bHrHevKv2i/DGtanqfh3VP+Ei1HTfBOhNdz+JdL0mxv5dU1hWh2Wwt5bGRbhDFKd7KqSCRSRtBAYeq968P+OmnfEbQP2lfh/4t0fVNauPhro+mapaeJfDul2EVzNqV1N9n+xzsGZZNkWyc/ut75cDYVLMsvsbxPG/2RP+FnfGH9k/R9Y1Tx/N/wAI7D451XUkCtcanrd74TS4ultNOkns5lnjv0/cFiGeVfJ8qUO/mA9B+wJ8X9aHw7+LnibxFr2pat4FsfGl5B4Ot9SunvNcsbGOOCI2tz5pNwsz3nn+Xb3P+kIssSOFOEHlv7NH7Lnx0+Bvi298eLdax4d8M+LPjF4g8d694Msora+1C50e8sxb2tvKvmeUjiaNbl1gkZgXGA7Bsd3+zB+xhqfi39oH9oH4g+OtJ17w74f+J3i3SdY8NaNFrNxp2oWw0/TEsjezGzmXY1w+5xGzFgqRlwrgKjjt/wBuK/k/cuvVa/c+5nq//An80ubbyd7+lux037A/xE8aeNvj7+0nY+NNXnvZ9A8ZadbWNgJd9tolvLoOnXP2SHttV53DMAC7Fn6tgM/4K9eKPE/w2/Ym8SeKvCfjLxJ4V1LRbjTVX+yZIYvtSz6nZwsHkaJ5V+R3A8qSPO45yK4n9jv4P/EL9n74x/tOeMD8K/iNJJ4m1FNY8I2mseN7W8XX44NJsbcWzFtRuFiuJLi2dVmnUbYyAZFX5a67/gp54L+In7QH7BV94Y8K/DXXtc8Y+KhpdzNplrqeloujyQ3tpdTRSzXN1DG+BHIgaIsGZM8Ag1TkrQa6KF/uV/1HG93fu/wPWvjB4J8WePfip4TsbeZYPhz9l1B/ET2ev3ek6qLoCEWfktbgO0YPnhwJo8EofmxtPmv/AAS3+I/i74lfCXxxJ4g1LUfEXhvSPHer6V4I13UJPNutc0KGUJbztKeZgHE0azkkypErksW3NY/bO8d/EzWvhX4X0/wl8E/H3i638SXefFGl2euaFp9zZ2Cf6y0lkn1CNCbgYTNvK21C+WB+Ru8/ZJ8R+NvFngTULrxh8Orz4VCG++y6N4Zur3TbyWxsI7aBEG+wkkgVWkWUqokYqu0HaMKJhvLyVvndP/gL5intHz/KzX9fI9axjbXzD/wV88T+J/h5/wAE9/ih4q8I+L/EXhHWvDeg3F1bzaQ0MckrDaoy7xPImOSDEyN719QV80/8FZfh54y+NH7BfxE8C+BfBeseNPEnjLSJdNtbayvbC1jgdipDSyXlxAoT3Tc3+zRLY1p25lczf27/ANqDUvhTr3wP+H+k3WoWWpfGXxI2kXF3ZKGvorO3spru4S3ZsBJpjFFAJWwIxO8hZCgdfNPi5+0Fc/Ds2nhHw3458VteePPjDovgfUtL1Wd21bwPby2KXVxbR3DySSP9pgt3kjnWQhVvCY2DJken/tFfCTxN8U9X+AfxMs/B+sWer/CfxPNqeo6Bcy2j6o1jc6beafOI2hnkt3dTPFPtWUlliIU78KfHPiD+w346+Jvxs8cfGiz0C5t7y8+Jvg/xbo3h66mjj1G507RbU2dy2Wk8qKaaO5u2SNyDtRAzKzgRy782n8yv6Xht5Wv/AFcw15Elvy/+TWlr67HtvwV+KGpeC/8Agob8Q/g7/aGpap4dh8GaL4z0r+0b2W+uNPkuLm+s7qHz5meVo2+ywyKrsdrGTBCkBa/7cX7Of/CWa7efETV/jJ8Yvh7ofh7RorK30rwRryacup3LTy48yOSKRZppWlgiiAwd3H8XDfDPw58XWn7VHxj+OVj4P1DUpJvBemeGfCWhXVzHYX2uvYvf3cuDKwS2Saa7jhQz7WBidyFQqWm/bi8FfEL41fDz4Iw6H4ZvoZm+I3hrWvF2mpewMdKsLab7ZcCVwwWZYpoolPlk7iAQCODOvLG+/Mvucmk/kjSUlFya2tf5qKv97uczqn7CPiGP4D+EofGX7Q3xq8Ox+C4NT1rXta03xUsF/cPMY5RFc3JhMcttawpKg/doWID/AC5Ir0n9gb4Oa18MPhPdahrXjf4heNF8XXX9qaePGGqLf3ulWLRqIICyxxqrMv71xt+VpCmWCBjQ/wCCpfw68bfFn9gP4jeF/h/p11q3irxHYwabbWtvJHG8sM1xDHcjc5C4EDSkgkZGQK+gLe2+zW8cartWMBRgcYH/ANYVspfF/X9dLC+zH+v63ZYJw1eU/ta/ETVPB/wq1ex8MXC2/irUNMvJrO48vzP7NjhiLyXZXodhKKoPBkkiHQkj1YjNeF/tifs723jv4deMNc0nRfG2ueMdQ0B9ItbPQvFVzpbXQ2yiJDG15b2u1XmZmLkZBOd2AK5sVzeyfLvZm+Ht7ROW1z5+/Z7+P3iT4uW/7HPw61PXtfePxt8KJfHPijUINRmt9Q1eW1s9Mijje5jZZgrzXzyuysrO0SAkqzqX2Pj7xh8cvg38Yvhz/wAJT8StOu/h38XIPCtvr3hO4ZvEUemSLYX8aiVo5A5jS98hpJlZdiAyk/O5rfsr/sjeNPgho37Kvi7UvBfirTdS+Fvgy/8ABfjDSrvVo9XvrUXNnYf6VB5d1cJJbJcWGBDC28LMCsQAK10/wt/Zi+JXgNtV8cxy65oM3ij4xXXj/XNCsHjlv9Q0U2H9n29nMBMsTNthtpmjDsQoxteRNp7avK6t+mu3f2it/wCSnHRclTj309fgf/t36Hs37GM2h6F4e8SeEbXxl4+8WeKPCmopb+Iv+E11FbvWbO4lhSWLeI1WBY3haN0NsoiYEkZffXCf8FPPF/ij4daH8LdY8O+MPEWgx3nxK8LaNfWFhJDHbX9vcarDHMsr+UZsMhKFRIqFT8yms/4ZeAfiH8O/jP8AtGfHTTfh7qmtal48TQ7Dwv4Qn1G10/UdQt9Ot3iaaSSSQwQebJcSsiSsHCRDcFZgi6P/AAU88BeOvil4R+HeleCfh74h8aTaL4+8P+Jb+axvdLtore0sdRiuJlP2y7gZpDGh2qoKnoWFZT1nTfTmg36XVzRxvTnbtK3rZ2/E9S/a1+I2qeD/AIU6tY+GblLXxVqGl3s9lcFA406OGIvLdlTwdmUVQeskkYPG4jN/4J4+KtR8dfsE/BfWtav7rVdX1jwRo17f3t1KZZryeSyid5JHYkszMSSSeSayP2pvgPH8T/hJ4m8SWPhf4gXHjrWPDh02DSNM8WS6XOWKymKGREv4rE+W87lmMhDc/M+FFP8A+CZ/wq1z4I/sOfDXwl4l8O+IvDPiLw54fsdN1Ow1bWI9TkjuYbWKKUxSxXNwggLodiI4Cjoi0qO9S/8Ad/Dmv+gVPsW/vX/8lt+TPfCea8F/4KD/ABZ174e/sy+O4fB99/Z/ixfC2q6pBfxgM2kQW9rJIbkA8F9wRIx/fcNjajiveiOTXzX/AMFB/wBl7/hZ/wCz78T7zwv4f8beIPHvizwxc6HaWmj+LbjTY7iQ288duJIpb23tPKV5SWDZyHY7XyaxxSk6bUd7M3oWVROW1zy3Vv2r9ckv/wBlD4Vpe+Ibm++KHhCTxHr1zp1wf7W1OCxsbTNvHcM6eU0090jyTl1bZC4DKZAw9E8La1Nrn7JPxMufDXxQ8YXF5ouqayVknSL+1vDUkCuTpErXCzs3lMBiVizsroyOVKMfP/hp+zB4o+GV7+zD4/m8E+KYbz4WeG9S8LeJdHu9Si1TWLZL20tF86N1up45oUuLJR5ccpYJMCq4Qodz4R/ADxv8K/gX+0RrUng3WdV1/wCNXi3Vde03w7Z3lkt9Y281lBY24nee4jt1dlthIwWU7fNC/Myk1pjdYzjT3tJr15lyr7tf+HMMLdKnzd1f7nd/f/Wx61/wTs8X6p8Q/wBgP4L6/r2oXmra1rHgjR77UL27kMk95PJZQvJLIxJLMzEkkk9a8b8d/tPXXxZ/bK+NXgVpvGlv4b+C3h/TZJk8MSSQ3Bvb63luZL6Z4pYpJFhhECRW0bFpGM58uTC7Oy/ZFHxL/Z6/4JoeBtHm+E+vXXxD8AeE9L0Y+Fp9Z0u3l1S5t7eCGTyrqO4ltlj4fDSOpIjPy8jNDUvhH4m+Af7V/wAcfGml+EdW8Vab8ZdA0f7EmkGHzINUsLe6tWhnM0iBFkje3KTEiMbXDbSAX0xv8SUo6/FbzfT5Wv8AOwYOLVKKnvpf8LmN8V/gbb/Fr4H+DviRf/tIfFvTfB/hPwVDOdY8E6zHpY8VloxI9/cReVIkryKsRiVQGVpHHO7Fe0fsZfBPxD8Dvgna6b4m8WeLvGGuX1zNqM9z4k1Qahd2QlYFLTzVVFZYUCruVQGYOwADYr5x8TfsW/EL4Q/8EuvgN8FdDtT4i1rwrr3gy18TNYShIDZWuqWlzqEg80gtCojc4GGKjhR92vupQSKuVlKXJtdr8nf53/AiN5WU97J/p+Fh+MioL6Xy7V8ZBwcDHJPaphndXM/GPw3rHjH4T+J9H8P6pJoeu6ppV1aadqK5zp9w8LJFMMc/I5VuOeKwqJ8rsbx3PlX9hbw9b/B/xN4HTxv8Tv2gNa8WePdIkk0bTvH+qAafLcJAkt5FbxRxROZIwWKpe7pPLVmj3BWYUvFj/EX4cftGfAfwlB4+1PUviBqPia9vPGd9c/bdO8Oa5oQt7qVre2tbqaS3a7Baz2pZlpI/Klc7It61f8Y/ATx/8fviH+zjZyWHiPSW+CM1xrGv+JNdWLOo340e40+NIgs0jzySS3JnZ8tEFiILszBa4zx5+zl8avjj8Gf2bvh74l/4SDWfHXw08e6L4r8Y+Nr+K3s7KSLT2lkleFopSZmn3iJFQbtpYyiLlTq9ZxttdL5X39F17r1M3J8ra7Nv/FZ6L16efodb4g0GHwL+0v4t+Ifj74nfH/QfB9n4rtrFNOGqfZPBdsXS1itc4jFz5Uk8gDtHIbbzGKyFRvFfY9/aNeafPDHcTWkk0bKk0QUvESMb1DhlJBOfmBXPUGvir9p79nH4ofGX9kb4kfA24XxJ4m174keKbmW38SX3lDS9D0afVUuYz5jTFyttbDylhRRIXACoqfvK+q9D8V+Jn8ceKtJuvBd9ZaD4ftrKTRtYXUbab/hJXkjkM8UcG8PA0LLGm6YqrmUFThSazS/dJdLL12RX27rz/M8Q/wCCdfjTxR4o8U/tEaX4h8Va54mk8LfE240nTLnVXSR7W3XStNkWMJGscaoJJXbaiquXY9TmuJtbj4h/D/8Aa2+A/g2Px7qmreLNupXXxIu71r2y0LxHYi1coLC0u5Xia4Fy8DYsWPlKkvmbEKodb9jP4a/FPw1qf7SFvqHgXxJ8Or34jeLr7xD4X1jUrzSbyCFZNMsbSFnS1u53WQS28j7ShXao55C1yfjH9nz4vfHzT/2UfDWuW/iCfxV8G/Fdh4o8b+NdUht7SG8NnYzwyxwrDK3nNePNj93lFTcZCrYjZx2h6Qv62s/ue/ciO1S/edvvdvvVrdj70HSihRhRRVFnjfxc8EeIvGvxbf8Atm/OkfCSw8NzTTXum+JrzRdRt9TEoy7m32ZgW3BIYzBVYElGyrJ4V+xrrvxW+PP7FXw58T+MvFOtW+k6frGq3Goyrpt4Nc8Z+Hklu4tLmU2LRTwzyR/Y5y0aN5qjlPnr0D9vTxL8RH1jwv4f8NfA/wAX/FzwbdSSXviSLStb0Wwt7pEBENlKt9e28jo0hWRwoaNljEbB1kdRl6ZffHbxF4l+FfxA1fS/Efgjw5pd9rreLPh9bjTtUv5LaZFh01Xlt5TG6wlGmPkPI/71E2thimcV7jf9Xv8A0l5BLSS/rS1vu7+djjv2RL34ufGn4ONLZ66mteDb74p6mkJ1HxDcQ69p3hFPNWO3e5jD3C3qXKKTDO6TrGwjleNlYDsv2E/F/ia7/ad/aC8Kx6trXiT4W+Dda06z8Mapqt5JfzQXr2m/VLBLuUtLPFbz+X99naN5JI92ECr5Z4D+Fnxv+AngX9ojxl4a+HXinV9c+N3xCGq6F4e03VtLtNQ0DTvslvbSX0purqK2SWXyHk8tJDJmSPcVbcU9f+AvxE+KXhr4TeMZ7X9nXXvA9p4S0eCHwl4Hu/EmiSXXiG7HnyTEXVvcTRQ72aFS88pJbe5GSxbSCsr/AN1J97tRb+7bzd9thSWtl3aXl7zf47eiNr9oDw1rGoax8Q9a8beJLrwj8LdB8MRXekazoXii80q/064QXD3k88cIRHCqsDI0jyIdrL5WGYv4D+y18cvjB8dPGP7Nfg74ujXPDJ8U/C7UPFuutZSy6Lda1q0NxZwRRSPbmOSFltrgzyQRsmHlAYERlR6n+1746+Kl58UPCNnpv7Ovjb4neC9LtE1m/h0/xF4fs7S41TcGghkW8v4JH+ysnmZKNE7ujAFo1Yb99rfjfxR4e+H9x8Qvg3/wkFnqUGpalq2nSvYane+Gr9pF+wWYjVWhkbyJZYWuUmSNfLJdiJM1NPROUu/6SX5v8EOfvOy3t/lt8lr6lf8A4JkftE6h+0D8LfHtnqOpSa5J8OfiFrvgy31OZxJLf21ndZtnkfjzHEEkSNJ1cxliSW3H6YB5rwv/AIJ+/s2337M/wS1Kz1izsbHxB4u8S6t4s1O2tCGjspb+8knjt96/K5ggMMJZAFPk5Axgn3UH9acbqMU90lf1srk/ak1s27el3YWiiimUFFFFAGbeeGrDUdatNSuLC0mv9PEi2ty8StNbCQASbHxldwUA7TyAKdZeHLHS9Bj0u1sbW302GL7OlpHCqwrHjGwKBgKemPQmtDdRuGaAKNvodpbag11Hawx3DRLA0qxKHMaklU3ddoZnIHQFjjGecvxL8LPDfjaaSTWvDeg6u0oCu17p8VwzgdAS6nIHYdsV0W6jdzQBleGvCem+DNEh0vR9NsdJ023ZjFa2VskEMRZi52ooCjLEsSAMk5614p8Of+Upvxk/7JV4D/8ATv4zr6A3Zr5/+HP/AClN+Mn/AGSrwH/6d/GdAH0BRSB1Peguo/iH50ALRSbxnqKQyqDjcufrQA6im719aXevqKAFopplULncuPXNO3CgAoopC4HcUALRSb19RSCRW6MKAHUUbhmjdQAUUm8eopBIp7igB1FFGaACik3qD1Hr1oLgHqKAFoo3DPWjcBQAUUgcN0Io3DHX3oAWijNIHB7igBaKTeB3FG9fUUALRSb19RS7hQAUUm8Y6igOD3oAWijNN8xf7w596AHUUhcDuKXdQAUUm8Z60nmLj7woAdRSBge4oLgd6AFoozTTKoB+ZeOTz0oAdRSFx60BgTQAtFIHUrnIx1zRvX1FAC0Um9fUUbhjrQAtFGaM0AFFG4UhdR3HpQAtFIXUdxS7hQAUUbqTcAetAC0UUUAFFIzBRzRvHqKAFopu9c9RS7xnrQAtFNMij+JfTrShge4oAWijcBRmgAooooAKKKKAPkjxt4y1L4gftp+Tp118QPh94p8KXJ8ItBCsT6F41s76A38GoI8qPE72MFveNtMfmRzOYmJjkV5MyHRviL+0P+0r8cfg3cfGjx94X0Twjonhy8sdZ8P2ulWeshtR+3NP++azZF2/ZIwrIgYLI4znDL0HiP47aPpf/BTbUrLxt4g8I+FdM+Hfw+t7nR2utYWJ9RfWr+dJWm81UWNo10RQkas+4XDsSSFC8N8H/wBqL4a+Bv8Agof+0t4s1Lx14Tt/Dt14X8INbX41OKSK/wDsyaw86QbGPnyR+YpKRbmzIgxllyAet/tUeKr74EaH8NzNq/xK8S6h4i1ix8GgaNfabZ3V9cSQTv8AbJFljjtzI/kneFMSDd8gG0Kfk34H/tJfF7xp8UPh7pmoXnxqvLXXvGPxH0i8hgvPDqNdW+j6zd2tlFGxlULJbRRIkjNt8xlZlMmQ1ev/ALdP7Teh/E/9nr9n34oeA9U0W/0fVviVpd3pl7rs0uj2QP2e/T/SmlTzLdUkUh1aPeu1l27qx7n4ceE/BXhX4VyeAf2lfg7ovjL4dza9e3eqa7Fb6tZavda28lxfTLaxajamHN1I0ka+a6qvyHd96gD1L/glj9n8Y/AjWPiBHYfETR7rx/r9/dXum+K/Fp8QtDPbXUto0luwYxwJIYc+VGFVdqgLhQT0Pw5/5Sm/GT/slXgP/wBO/jOsn/gkZefbv2AfBM32q1vPOu9ZcT2y/uZwdXvTvTlvlbqPmbj+I1rfDn/lKb8ZP+yVeA//AE7+M6AKf/BUj4yeOv2df2HviF4+8A61pGi6v4T0aa+WS90n7ezsu0L5eZVRCpJOXSQH+7Vz9tvxl4w0j4SeFovBnjyx+HGt+INdtrL+3bnQE1uOJTBNL5Qs2ZTI0rRrGqowfc6hSSQK5X/gso99q/8AwTj+Kfh3RtB8WeJPEPifQprDTLDQPD97rFzPMxUhSlrFJs/3n2r716B4n+NGrWGl/DnX9J0uSPwbeXssXiW51nR9RstQ0q2FvKI3S1eJZUzcLGrPMgRYyWzypqd/vQ309JfkrHk/xH/bA1L9mH9ljQ7u8+I2l/Ejx14u8Z2vgqHWLrSY9JstJ1C4mCSrNZRkSQrawJLM0MrtMxQKZAGUr2mgeLviVq2h/FSLwX4x0Dx5rOl6baw+HtO8R2/9j6hpuqGKV5E1BI7ZDFBKpgeLMJYrvOWBBr5J+Kv7L3i34wfEjxv8VrXQ9bl8B6d8efCHj/StPbT5o9S1Kx03TrfT9Rv4rcr57R7i0iJjdIlqWRSJFD+x3eq/Eay/ax+N3xi+F/hiPxVoTeC/DWg6Zb6ktxYwa5fW19ey3UsLCB5pI7e1u/8Alkj+ZIDGoZ1IBT96PvaN/guSLV/m2hP3XeOtvxfM0191nb1O7+Afxw8ZeKP24/EHguz8Q/8ACwfhvpHhOC81TW2S0k/sHxAbor/ZiXFrDDHJut8ytG6GSPahYqsqg9x+1n8N/i38QtT8Of8ACtvitZ/CfTdMju59avbjw5ba39v4iEMXlzOnlqB5zmQNn5QO9eO6Bq2seJv+CqX/AAnfgbTdWvPAMnw4ntfG9+2mTJFd38Nwsmm2tr5qq7XSK13vjj4CugkAcpXUft4fGzxB4v8A+CWPjbxX4N8IeMY9d8X+G0tbHQdQ0WWHWrM37pbMJ7QqzpLCs7OyEHHlnNTZunF9df8A0ppflp5WCNvatX00/wDSVf8AP7zz2T9pT4jfstfs16f45+LXxKvvEngnxN4qjgk8X6b4NgsZPC2gtbTGC/ltoxOqxzXSQgyyK4ihuEZgpDbfob9kr4pXvxc0vxJfRa7D4w8HwamsfhjxQqQqNdtTbxPLIrQqsM0aXDSxrLEqo4QcMVLvzv7WPhOMad8O/Duq6ffXHwp+2vF4oFlby3EsSRW7NZ+YYwZY7bz1DSSoQVKRBmCM5rk/+CYf7MOm/slp8RvC/wAP21VfgrPqsGpeEbfUYXWW0uJkdr+OGWRRNPa+Z5LRyS7iWeVQ7Kq1rG15fh+G/n1+b8iLO0X/AF1/4b5LzPrKvMf2h9T8W6O/hubRdV0Xw54VivpZPFut3d7Da3GlWS20rJJb+fBLCzNP5SsJAAEJIYHmvTq8t+N3xj8RfCj4heCtmh2dx4D1M3sfiXXJJJ2l0MrEGtdsUMUm5ZZNwaSQxpGqctuZVaJGsdz5b8B/tyfEnWfAvhPRb68Uz/Ez4vXvgvwb4taxhS41Tw3BBcXo1YQ+X5DyvFazxxSCMQvmGYRsp2t6JB8eviZd/F34zfCPw7eaVr3i3wKnh3WdI1XWZI9PaTStTlkS4ErQwNF58C2l60TeRsYmIMh2sW+afh78CPH0HjDS/HFv4d1yP4U/D/8AaBuvEfhuzk02UakdCv8ATLi0vL7ySv2h7cahePMhYF/I3uAYwhr2exufHHhf9sD4zfGrwd4VXxF4b1x/CHg+3lujcQrc6fZyXkmp6jbpFDLLcJF/aGxPLQrI0UmG2ruojfli31tfp9mL1+e/a7Jl8UuXpe3/AIG1b/wFK3yPSf2Rvjj4t+Jf7TnxX0SPXB49+FfhmLTBoXixorZWk1KRZjf6ek1siQ3CQhbcllUMjStG7Mw+Wx+0v+1nJ4P/AGo/h/8AB3StSm0bUvFWmah4j1PULWyN9e21jZvbxrDawBJBJPNLOvJjkCxQzsV6MvnvwS1XWtI/4KG/HDx94V0XXL34Oah4J0691KeLTJXn1zxLbtcZXThIBJPiyEUbqmY/N2KMP5lSeOfDir/wUD+Dv7RWoaP4i0vwjq3w01Lw3di/02eO98OXN1NY31sl9bqC0BZEuYm38RyoqMdzrRHWUG9tb/dK33tK3k0E7pzt5W/8lv8Acm7+aZc+KHxF+Jmpfs9eB/8AhG/jb4W0fV/FXjS7s7Txda+GE16K605ItQmgtJLEGHfdnyIopFh8t1lRlAJyD7v+zDqd1rPwktZL74gQ/ErVIrieC+1eLT4dPQXCSFJbf7LH/qDEylDFIzSoQQzE180fsaN8QPgBaajrWvaNBpvw78cfE7xd4mefUbG6XU9I066lL2DNDGpMXnS+dIxuANiSIDtYhR6B/wAE5/BniDTvFvx68V6hY32l+F/iD8Q5db8M299aPa3UtqthZ2sl00cirIqzT28roHAOzawADAU6d23fsn6P3dPXVv5Ezdtu7Xrvr6aaep9RV5Z8Y9R8bat8VfCfhnQYde0vwzrFrqFzrHijS/sEkmkSxLD9lgKXQcYn3y/MsEmDCAdoYsPU814H+3R+1Pefs4+ENNtdJ8N/ETWtW8VTSWkd94Y8Eal4oXQYwo33UsVnDL8wBURpJtEj/wCyr4UpWNIq7PK/2a/2kvix8bfhl4khl1TQI7b4d/FLVfCGveMriSLTWvtCsUcnUYEaCW2+1LKY4JFKLETFOVMRxt0P2efjj8Z/jP8ABr4o3Xh+bRfEUWleNf7L8DeJtWkj09fEOhhrX7Te74YHhcx7r1IJUh8qUwREqyklov2bfjg3wv8Agv8ADvS/AXws8aeGfhHour3Gg6neeNdN1PS9a0+0jtPPS++xS2xnKy3bvGXdUiAUtlFKheN/Zt8R/FD4L+Kfj14h8F+CpNS+FetfEvTbvw5FqsVza3RsZ4YRr2pQxrC9zcQi4LyQKUO/DlD5QWnH4rPsvvvFfK+/o2Zy2TXd/d72nr0+SPXv2R/jn4s+JX7TvxW0SPXF8e/Cvw1Dpg0LxY8VsrSajIsxv7BJbZEhuEhC25LKoaNpmjdmYfKn7Yn7Y2k/s3/GbwVoXjbxZffC7wT4stbpIfF628DWP9qo8Qhsbi5uIpYLXfE0siGVVEjR7Q42FZOA+GPifWvC37ffx2+JPhfw/wCJdY+Dk3gbTtR1FrLR5przxD4ltmuMx6YjASXBFkIo2WPMZmKKMP5la/7VXw+8I/tU+L7PS/jN4c8QL8IPEngxX02Ca0u7N7fUboyrdw3slviW3nW3NskcbsoZnuB8zqu2NWov7+nf/K6+RWicvlbr/Lf89fmXP2iPj98VvAP/AATA8dfEvS9S0vQ/F3hPw7rmr211qWgtNJqNvai5Njcm3MkYt5ZoY4JXV43VTIy+Uv3R9JfC3W7jxL8OdB1C8ZZLu+0+Cedwu0O7RqWOO3JPFfDHjz4XeIvg5/wRF+KHwxXT/HHiySTw74i8M+BLa18L3d5rd5p7Q3EWmR3NvaQExyGPYu+SOPK7C+12avsr9mvxBD4k+BnheaK01jTxDp9vA9vquk3Wl3MTpGqkNBcxxyrg/wB5ea005p2/u/je/wClyZXtD/t6/wAuW3y3sd/93FfOv/BUj4zeOv2dP2IPiF498A61pGi6v4T0ae+WS90n7ezsu0L5eZVRCpJOXSQH+7X0ZXyr/wAFl2vtX/4JyfFLw9o+g+LPEfiHxRoc2n6bYaB4fvdYuZ52KkKUtYpNn+8+1feplsa00nJJnUftPftBax4Q+I/wU+H+h3p0rWfi9rd1Zy6mkEc0unWdnp09/cPCkqtH5rGGOIGRGVRMzFSVArz/AP4T/wCLnxv8cfF74M+EfiBD4R8YfDXxFo0sXjO50S11CY6PfWP2xVktCI4ZZfNjmtyVCfuyrfeBLTftJaFeeNvit+zF8XtJ0vxBN4f+H3iHUYdbhudGu7O+sLS/0y4shcvazRpOscdx5G8snyo5k+4rNU/7Omhat4e/aC/am+NEGk6hcaL4rfSbXw9Gbd1m1qLSdLKvNChG5o3nmlijO35/K3LuVlZidoKcntq/u5f6+8zp6qCe7S+98y/r0Rv/ALGOg/GOL4neLp/HPxgtfiX4Q0n/AIlFiYfCFrofm6hHJ/pLK0Ujl0hK+TnKgyecCv7sMzvEvxu8UfFD9vrXPg7pOtX3g3SfCvge08TXGo2dpazXmpXN7d3EESL9piljEMK2kjNtQlnlUblCbWT9hPxNqfwo/wCCYngHxN4k8P8AiObXrfwcvibWdFstLkl1WS8nja9ubeK0HzmYyyOqwjncQtZ3xa8TeGbj45aH4uuNH+LHhTWr3wI7QarYaRHP9vgnmjkOitaSRzy/b1MaybEiVlGQXPKgrXjUUH0unbvZ2/FBGScHKPW1vvjf8PxZ57+zn/wUS8QfteSfAnwzY30HhzWvHNj4m1DxNqmmQRyFBoN4mnSLarOskaie6lR8ur7Y0ZR8xDr7d+xN+0Bqnxlk+KHh/XpUvNY+FfjW68Ky3yxLG2pQi3t7y2ndFARZDb3cSvsAUujEKoIUfKX7Hf7E/iD9hbxN+zT4g16xltNN0vQvF+leKFhJuo/DVzrd/Bq0AmkXP7mNoXt3m/1auI8ttfdX0T/wTp+F2q+G9W+OXjTU7C6023+KfxGu9d0iG7heC4k0+Kys9PhmaNwrJ5v2JpVVlB2SIe9VT8+0r/4udJL/AMBIqXv7u3MreceVu/32PpxeteR/Eibx54w+N0fhXSZPEXhHwmnh+TUj4s0xNOuN2oCYRLZsl2kpGI8yZWEhuQZF27X9bFfM3/BQf9pv/hV2iWXgVfC/xY1SHxpazxanrHhD4f6p4mXSbEjZIoNrbyxLcyhmRBIcIN0jKwVUkzl0/rp+m/yNo/19/wDSPIP2UP8AgoJ48/anf4M+C728h0HXvF6+K77V/EOlWcW3VdP0K+SwiubSOdZIkW8kmikyVkCokgTG5XW1N/wUH8ZNq9l8NUmRfFTfGl/hXdeJPssRa3shpx1dLzytvk/apLNo4cFfK83c/l4HlUz4eaJBa/H39nT4qaH4I8Z+B/hd4b8L+Ivh6LLxBpl3a6hoNuz2b2NzewXCC4ghk/s2RfMl4XzISxxICKPgT4Rw6X4Z+InjTxl4a8bR6X8RfjnB4r8P3mm26QXnhqG0tbSytdYuI7jhbY/YGfbJHJmOeMlCWG2/tRT2tr6+0il98NbeZk7tPl3u7enK3+Erfcj3z9mr9oPVNa/at+MXwh1zVG128+G6aNqllqksMUV1cWepW8rrFOIlWPzI5ref5kRAY3i+XIZmxf2u/BPxqTxnq3i7wv8AHWz+FfgLRNIhQaUfBNp4gl1G78yQvMrySJIHffDCkS53Moxy1cD8APA91+z58av2kf2ibzQ/iH4m0rxgND07TbO10Rp/EHiCHTo5Y3vEsY44mCtLdukYEaborbzcFXVm9M/4KD6tr97qfwP8M6NoupapYeJvidpI1uW1tHmXT7OyWbUvNkYD92nn2UClzgEOR3FKe8O90vv01+8vbnfRXf3K7/G5xfwd+KPxWvvj14U+CPjLxxJ/wlmm+BZvG/inXtM0ixt55pJ777NZ2UcTxywRpGizmRgrF3jQqwBYH1T9gr9ozUP2kPgtf3mtx2//AAkPhLxLrPg/VpII/LiurnTL+azM4TovmpEkhUZCmQqOBXDeN/Bt18I/+Co0HxQ1aG5h8GeJvhkfC0mpJA8kGnX1nqTXcccxVT5fnR3U2xm4ZoSn3mRW1f8Agl/8INa+FfwC8QX2vafd6PqHj7xx4i8ZLp93E0VxZW+oancT2ySo3Mcn2doiyN8ylirfMDU05Sesu0vv5rRX/gJM3Z2XdfdyXf8A5MfSZOG7V4T+0/448SeAdeu9T1LxppPw4+GNjoEsx16O7tf7TfV9/wC7gEF3bSxyRmFWK7GEjOCu1gRj3UpXhvxo+L1xonxJ8S+E/HXh2KH4V6n4YQ2+r23226vNUvJHnS5svKt4SEKwrEVxIJHMvyK21ts1E2vdeuv5P+vU0jbr5fmv69Dxn4S/tbfF74i3/wCzL4A8Z6fJ8O/HHxQ8Jap4q8W3VtZRi6svsItQtpDFcJJHDLK13E8qujmJVZAAxDrufBr9qD4gfGbw54u0Wx1bQrab4UfE698IeL/Edzcw2M0WjwW32pL2FWglt/tW2e1SRGjWI4nK+VldnnP7KHhfxB4E/ZQ/Zmj+Mui+N/DfjPw0mq/2ZrmmWdvjwrZqksVla6hA6uPOnsHgi2LC8nmoQdr5J1f2NfBXjT9jKLXfE03hW4bwt8avihrPijxDd6qZ01Lw7pj2iRWdzLbQQMRLcPbJJIriJIBPh9hXau9SV6klays/v51ZeXu3XyM7PkXf9OWV356pNHs3/BPz41eMfjZpfxGn8QXQ17wro3i+50/wT4mMEUMniXSkhhP2k+SqxSKLhriJZokVJFiDAHlm53U/j942+L37SXx38H6Dr03gmx+C2kaYbGVLG2uP7Xvb20lu/OuDOjf6LGEjj2ReWxIm/eZ27OP/AGRPGHiD4B6j+094zbwj421T4Qt4vh1bwRp2m6FNda5q7zWsC6pNbW20TzQPeFmiLA5VZGUmMLXR/tM2uh2Hxh+KUlpofxMs/Fmv+DbLS9umWcNzY+PgPtvkWVvuSV45IGlkSWUeQiLdqzvhRImFbmVNW+LlX/gXKn9/6mlJLXm25vw5v8jmf2a/2/8AxB+3X8RfhToeh3N14G03xZ8JIfiVql7p9vb3FxNczXSWgsoWuY5Y1iidZ2dijO2YQCvzbvaP+CfH7TF7+1L8AJtW1Q2smu+G/EGr+FNVmtE2Q3Vxpt/NZmdF5CiVYUk2gkKZCB0rw34F/s86T+xN8PPgD4R8RJ470vxV8PPhxPpH/CW+HrSPULCR2ezN1pYhaKd5J5JlWWIJBvKW5w33lPp3/BKP9mLUP2WP2S00fV7O40vVPEniDWPE9xpszh5NNW/vpriG3dlJBkjhaJXwcbw/tXRK3O+XZc3/AKU+X/yX8jFX5E3vp93Lr+Nj6b2/LUV3L5NrIwIG1Sc/rUu75sVg/Ei71iy8B61P4dtbO/8AENvZTyaXb3chjt57pYyYUkYcqhkCgkdAaxqX5XY2jvY+WP2Gvib421Ox0vXviR+0Jp/jpNW0BtbsNBtPBVvoJkQRo87C43P9u+zFwjNbeUqsQJBk7a5/wl+3D4yi/Zc+B/x01TVmudF+L/ifSLK+8Ota262ek6frNz9ms/IkWMTmaFprQu0kjq/775F3Jsm+M+m+Iv2sfjT+zXZ6NZ3Fvq3gufUdR8dXUel3cGn6LDPodzZS2ytcxqfNkuLiMRxsfNCIXI25J838GfBDxJ4i/YI/Zh+A8mi6pa+OPh74u8Nx+I4Hs5Vj0u10G9W4mvWkK7PImW0VYHztla4Tbuw23RNc2u3NFeqv7z9LW1Mqkna6/lk35PovXy9Dr/FX7f8A400z9kv4wfH86m2m6T8LPGmoaRD4Uaztxa3Wm6bqQsZxPIyGf7VMqzSq0ciIpeBdjBXMn2b8StS8RXPwm1u88E2+lX3iltMml0OHUpWhsp7vymMCzOqsyxmQrkhc4r4X/bN/Z3sv2nvgd8aPhJ4R0n4iaDrnxQ8Ym1vdEv7aFtOdjJbCfXjMqSSRWZiiaVA06eY8OxY8sIz9WfE343eJPCvhP4j6R8P/AAHruueLvh9pVncacusW0+n6P4hedHZYra8WN/PaJY281YkZlZkXq4qXFKkm30X5K7/UtX57JdX91/dX3aHj3h/9qLx34O/ad1bR4tXf4k+D/C/w9vNe8YmD7Jcf8Izrtu8Xk6bDc21vCHeZPtJMMqGRRFG/yB9rYngT9t3xn4b+EH7L3xM8Ta5Hqtn+0Jq+naTqWhi0t4rXRn1Wxmubb7G6oJyYZEjibzZJN6NI3ysBt0p77W/iV/wVE8AeLvAOl6lceG/+EG1Ww+JV5LYTxWpwYW0u0hkuI4yLpZ/tJaNQrCNsyBfkrzrTf2abD9oOX9mPQvBum/ELRPD3wv8AFUHjG+0bxJbQxf8ACD29rFM8emySpH+9u2uJIIvLaeWRY0d25+ZhOVo+bXyXPLm+9Wt5JCsveafR/fyK34/mfoupyKKFGBRVDR82/wDBUj40ePf2c/2Sde8beBdc0fR7zRZ7GKYXekfbpZRcaha258tmlWOMhZXzuilzkY24q3+2V+1Y3wV+JPwq8A6beR6Xr3xY1S7gXUGtjdSadZWdsZ7mWCAKxmuWJhhiQqw33AYq4Ty25L/gs3Pfap+wf4o8O6N4f8Y+JNd1q60w2dn4f8N3+sTSCDU7OaQkWsMuwLGjN8+3dtOM1W/ar8Hjxj+1d+zF8cYbDXn8J+Ab3XrTVTLpN1bXWmRalp5hhuprWSNZ0jWaFEYsg2CcO2FBYSuje1/8v+GKXn2ZT8X/ALUfi3wbD4P8M2PjjSfEd78U/ic/hLRNahs411Dw/p8NhLd3aXUJhSJb+P7JcxqrQhU86Iur7WVvSv2evjtrGo/tX/Fj4R69qMutXHgWz0XXNN1SWGKG4urLUY7hRHMIlWMvHPZz/MqJlHQbcgs3yTc/s8eM7/8AaRuvjVb6Lq0ngXTvj1beKbG1/s6YXsmlyeGhol3qQg2+c0X2l1deD+5ieULswT7j8Ory68E/tV/tIfHxvD/inXvCLeHtB0PRrfRNKlvNR8RnTI76e4ext1+a4VpL9Yo2X5XaJ9rFRupxvypv5+XuRf56PzuZySvp8vN87T/8l1+46/8A4KIfGzx18CdN+G+qeFNa0nT9N1zx94d8OanbTaT9puriC91KKCcJM0uyNTGxXHlM2TkOtd38VLnxx4i+Mui+FtEXxD4b8K3mjXd/feK9KXTpmtryOSFILMpdrLtDI8smVgfJjA3Jhg/iH/BVfxHdeIvhv8JodO8L+P8AWbyP4i+FfEVzBo/hHU9VexsrbU4J55ZvssEojaNFYlGO7joa7H9tf9r2T4UeB9D0zR/C/wAWNRm8dQPv1Tw38OtX16XQLQqN8kkENtJ5d0wbbHFOqgNlnVgnlvMf4bvvzNf+Sxt9zv8AcGrqabcqf/k0r/hb7y5/wTa/aM8U/tJ/AnWtS8WCzvNQ8L+Lda8Kx61aW/2e28SwafeyW0eoRp91fMVPmCEpvR9uBhV+iQcGvFP2Dtc0PUP2btD0/wAK+DPGngXwl4dX+xtE03xVpt3p2qm1gVUEstvdIs8e59+N+dyqrA4YAe1gccVctPuX5b+V9xRle9u7/Pb5bD6KKKCwooooAxY/BOj2/jiXxHHpOlp4guLJNNl1NbRFvJLVHZ0gaXG8xLI7sE3bQzse9bVFFAGL4i8FaP4yuNLk1bTLHUpNFvU1Kwa6gWT7Hcqjos6bvuyKruobqNxraoooAyfC3hLS/A2jw6Zoum6fpOm27O0VrZWyW8EZdy7kIgCjczMx9WYmvFfhz/ylN+Mn/ZKvAf8A6d/GdfQFfP8A8Of+Upvxk/7JV4D/APTv4zoA+gMUUUZoAMUUZozQAUYoooAKKKM0AFFFGcUAFFGaKACjFFGaACijNGaACiiigAoxmjNFABRijNGaACiijNABRRRQAUdaM0ZzQAYoxRmigAxRiijNABRRRmgAxRiiigAxijFGaKACiiigAooozQAYoozRmgAooozigAoxiijNABRRRQAYoxRmigAoxRmjNABiiiigAooooAKKKM0AGKMUUUAFGKKKADGKKKKACiiigAooooA8vb9pfS0/a6T4N/2TrUmtSeFP+Ew/tFRD/Z8dt9sa0MbEy+b5vmBSAsbLtb7y4rxX4H/tdt8Bf2Gfib8WviZrXiTxJpXhHx74zhlKxQTXNhptj4ov9Ngt4VAj3pFBbxn94zOfm+Y/Ko0H1K3tv+C0ckck8Mbp8FUJVn2lc642OvGDg4+hNfPfxo1C3k/4IV/tHItxDubxl8RQEDgk58catjA68gj1yD360Afevjbxr4lttA0/VvC+i+HdVsbiza7uX1fW59Na2j2oy7VitLnf8pJblSCoxuzx8gf8E8v2rPid+0V478T+OpU8PXg+LWn23irwj4Rv/GF/Ha+HvDUB+xW9wgXTJI1muplmnk/eLJiWJWiQxmvef+ClMPh/X/2RPEfhrxFq3jSwh8YGPR7bTvCNxHDr3iaWRtx0q0Lqw3XKJJE5GAkLSuzxojOvhHw1+FvxM034w6bb3En/AAjXxEs/gpbwDQtFv9NWz0xhqDKbG2uzp+2NVVVCsISiuq8sigkA+rf2fp/ixcweIm+K2n/Dyxk/tR20FPCmoXl0q2B+5HdNcQxbp1/ieNVR933E2/NxHw5/5Sm/GT/slXgP/wBO/jOtT9gf4yeHPjJ+zXpcnhvxB4w15vDdxceHtWPi1lbxDpmoWshSez1HYqj7TExCMRneArh5Awdsv4c/8pTfjJ/2SrwH/wCnfxnQBY/4KI/tKeK/2Q/2S/GnxE8J6H4d1y58J6XLfyx6tfTW6KRjbhIo2MuWPK74v96tf9pL9pCT4L6T4Gs9PsIdR8VfErXIPDehxTsUs4rh4JrmSedh8wjiggnk2r8zlFQEF9y+Rf8ABcr4h+H/AAR/wS2+MMGta3pGjz6x4entrCK+vEt3vZiVPlxBiGkf/ZXJ9q5n9t/StF+M3xR/ZH+Ilprmn6v8MvD/AIyvIdZ1KwvY59OC3ekXdtbmWVSUMLXOy2fJ2k3GxuGxWe7+a/PUqW11vaX3pafieufE7xj+0Pp3hLWtM8M6L8M5/Fz+IrWx8O6prEtzbaPqOnm3We4mnghklnhdCs8SgO25gjbVWuM8KftAftGeG9J+MNx480z4Kj/hXvhaa/sJfDs+pyxzan9na4jhnE6o3krGEZynJ81QrZVtr/2Uvidf+D/it+09dQSG8+DfgzVLOfww9vJ5trDMmlpLq1taHJHlJOB8ifIkrzKACGApfA34h3XiT/gkbpvxC1TwzceMNU+J3hyPxNrunQagNMkuRqxWSfNyT+5SC3uMB85SK3UAjAIv7LfkvvktPyd/MlO7ivN/g9fzSPZv2ZLn44X1veTfGOH4VafMVRLO18Fz394j/wB6WSa6SLGeMRiIkf8APRulUP2qfEHxwtvE3hbTPgvZ/DCaa4iu7nWpfGkt5HCkUZgSJYPsoZvMLSsTuXbhfUivKPDnjePwh/wUnsNL8BahbzfDO0+HF7qfjhbO7+1WNhdi6tzp07lWIF1LEb0s5zJNHGGYsEQ11P7aX7cGm+DP+CZniz40fD7VotWs9Q8Px3HhnUoEbbNJeslvaThXCtgSTI5VgDhTkUpczipr7vm1+NvuFCynyN/P5J/hc5PRP2iP2mtW+DEk0ej/AALk8dal41fwzoiLe6qmh3MFvHMbuSaUxm4jcTW88a4hI/dhsEMCPo/4IHx7J4Dif4kN4PXxPIxkmg8NLctp9rHxtRZLgiSZuCd5jj+9jZ8u5vOvjFoHh34daP8ACHwXqXhr+0vCv9rJYNqMmsLYW+itDYziJ58sDc+cw8kxHiQzEMGHytyv/BP7xXq2u/Gb9oK1sblr74S6T4vtbfwVdCUy2qt/Z1udSgtWJINvFfGRVCfIkhmRcBCBpGzcrf1blX3u9ydbRa/rd/hoj6mfjFeR/tH/ALQ03wm8VeAfCei2sF94u+JusSaRpP2vcLOyWG2lubm6m2kFljhhbESlWkdkXKKWkX1xj0r45/b/APhlDrX7c/7Kvi3xA3k+A9D1PxBpGrtcOEs0uL7TcWaXBJwEkkgaIAna7SJGc7wpz667f1+exquvoz27QvFnxSsPB/i19Y8P+E59Z0bUni0aRb+WxtNXsFijf7Syqty8L72lTyiW3eUrbk3cef8AwX/bC8ZfF3/gnF4B+MFn4St9U8W+M9J0u+l0fTpkjgtmu5oY5JENxNGHSBJGkKNKrSCMqGDMK5H9lP4t/wDCJ2H7SF7rmvabpvwd0Hxi9r4M1TUL+OKxihbT7U3kMErts+zR37XEaBTtV98ajChV5D/gmd+1hoPw0/4I8/ATU9LhTxrDZ6bofh3Wl0bU7Rf+EeMxSKWe7kklRYUg3bnDMG6YHPDhqnftT/FO6fm9L9jO+vzl+D6foe6fAr9pzxJ4q/bF+J3wh8TW+i3l14D0nSNdtda0q3ks4riDUDcr5EtvJLKRLG1qx3q7K6yDhCCD2fxV8e+M7H4peFvCvhXTbOG11+2vrq88Q3tul5aaU1usJjge2F1bzOZvNOHjLKnlEMvzhl+cf2ePiRY/Bb/goR8d9G0a4j1f4T2Pg/T/ABl4g8VXMzalc6PqwM6PYy3x3zXCfYYo50ikd2gXhcJIqj1/xT+0r4T+LWs+FfDO3XIfA/xM8Jv4j0zxnZ62dFtZYyYGhgimWaK6E0kUwlAQAqiktjJFQtYx7+Wnf/K/nbzKfuzfbTz7bet/l8jzD4C/8FM7745eE/hbpE1ro/hbx38TNf8AE3h61uJrOfUNLkk0KeaK4ljiSSOQCYRB0SSRNgLAuzKok9R/Ys/am1b9oHWPil4V8Safp9n4u+EfilvDOqT6dvWx1NWtoLu3u4Ucs8QeG4TdEzuUdWG9l2sfmD9lv/goZ4V/ZT/YOt9Q+IWoeBfC+n6f4z1vwj8MNR1N7fRbPxTpltcyR22pHaAiRNFuaWWFMSBN6qzTIr+8f8Ew/EXws8XfDPxpq3wx8aWnxMn1fxJLf+LfF9lta213WZoYXm8raSFjiiMESRj5Y0RF3MQzHSGrb+zZet3yteml7ruyZ3Vl5v7lzL59NfI+ojyVrxb9rz4gfFbwlJ4N0v4Q6b8PNS8ReINSliuI/GN3eWtiLaK3eViklrHI6ybgmMxsvXp96vax0rxX9oXUPD+ofGz4d6F4r8NwXuh3Kanfx61eawtpY2FzDDHGtrJAzAXTTRzTMI23KFt3cqduREuhpExfjR8Q/jh4B+CPhO30OD4U6n8WPEGsJp8sV81/Z+HUBinndBIgluMrHCVEmz5m5Mag7Vh+JP7RPj79mv8AZusdc+IFn4M1D4g+JNf03w7plhoH2oaTb3WoXkNnAsk0x8yVI2lMryCOLcqlVRWwzeF/swfEK88Y+Gl03xno114o+F958YtasvBXiC6137La2OjxW8r2j72YNd2slx9qtYY8lHiKAB4woPmPxql8SeL4fiFqukzSal8FfhX8e/BuvaFdxy+daWthbmyOtLbsM/6HaXTyOQP3cZS4VcCPaLj70l0T5W/RuN/TR/LUxqXs3HopJebXNr87fifbvw3/AGhtYP7Veu/CLxV/ZN5rVj4as/FlhqemWclpb3drLcTWskTwvLKUkjliU58wh1mHAKNmj+0t4i/aE/4Whp+n/Bux+EMmi2mmG51ibxpPfxzPNJIyxLb/AGRW+VVjkL7153pt6NXl2seKdL8P/wDBU7xx8UrzU7W38BfDH4MJZeIdXVjLb2Us1/JfbTsDZdLW280hcttmj4+dc9l/wUJ/aUj8M/shaNqHhm/aSP4ra54f8LaXqNsSpW31i/t7Zp0PVWFtNKynghtvSsoNyUX9pu33ycY38tjR2i5X2sn/AOSxbt+JzOuftgfGr4d/8E3PGnxk1zw58L9S8SeHtM1bW7S207Ub6DTpbG1hkeCXEkTSyPIYyxjbycI4yVbK19R/DzxBL4t8C6NqlwscU+pWUNzJGmdis8asQPbmvnb/AIK9+LPDXwu/4JY/GqxvtU0Pw9a3fgLV9K0uC4uorVJ5DYTJHbRBiAWPChVyfQV7H+y7450X4h/AHwpqXh/WdL13TX0y2jW7068juoSyxKGAeMlSQeDjpWkfec/Ll/W/6EyulC3Xmv8A+S2/Wx6GD81eJ/Fv9o640n9pjw38HfDup6Po/jDxN4evvE0Fzq2l3Go232a1mggZFjhmh+YvcBizSrgJgK5b5PbD1GK+df28f29Ph5+xdp2j2viTxv4F8G+MPF0c1toc/iS+jt4LSNShmupAxDvFHlD5aHMj7EG0bpEh9P66f0/kaR1Mb4I/tx+KvjP+yn428WW/hbQI/G3wz17WfDOu2M2qTW+mTXWmSypJPbyLDLIYpAqSLGyqw3lC/wAu5qc3/BQbU7b9ij4CeOpNH01vGfx5m8O6Tp9qhkGm2F9qkKzPK/PmGCFBM+zdufy1Tcu7evOfBf4hfBHwH/wTO8bap4B8caXqngiRdZ+1+MdRv4YofFGqzrJLd3hnZlV3kuJJF42gMhVQFVa4f4D3Pwz+M3/BJD9l2+vvF1tDd+Cz4MbRtV0mA6wmjeII4baKGK6igY7Y285oplkdNiTMS6EBhUbu/N0dP8b833/hoYzeqcevtPwty39P8z6g+DP7Q+qa3+0l48+FPihdNm8QeDtN0rXINR022ktbbULK/NxGmYnklMcsc1rMpHmMGUowxkquH+0l4q/aKT4v/YfhDZ/Bx/C+n6PDdanL4zn1GO6a5klnAEBtFYbFjiUtvXkuAOjV5H8E3/4Rn9vv9oL4+eKPFGn3Xw98M+CNK8O3Gu21q0WmiWxe9vL4QKHlZ0t0liDsGf8AfPMgwUKD0T9vv9om1tP2fvhxb6Dd/adP+OHjLw94Utr2AlBLp+ozrJcMCRkeZZJOoPBBkB4IqW37l927fe2o3/Bmmicu2j+5Jy/G6Ob+Fn7a/wATPFmqfB3wPr1j4C034ifFix1fxKl9p8V5daPp+i2Jh8qVYneOaWecXNsQjPFsWRy3zJsb2P8AZJ/aPm/aE0bxfaapZ29n4h+H/ii98Kat9mDC1uZ4AkiTwhizKksE0MmwsxjLsm5tu48l+0z4U8IaN+1D8H/Eza/D4R8eaTZa1YaJcXWlS3ek3OnNbwyXtvcsjRpDt8qCRHaVMGIgbgWU8j/wSe+GOr+GdC+NHjPUrqS9s/ip8T9T8TaPdSQ+Ql7YiG2tI7mJMkrDK1rJJFkkmF423PkE6QfM3fs/v5lb/wAl/FMmd0k473X3Wd/xt+B9dA814f8AEr9oy+uP2orf4N+FNS0PR/GTeFJfF4uNZ0m41C2ltluVtgipDNBgiRgzFpM4KhVbJKe4A818z/t6/t+/Dj9kCTSvD+vfETwH8P8Ax14yt5Y9M1DxDeRRJplqCBJeMjENIqsfkiGBJKApKoHdM5dP66fpv8jSPX+uv9I4P4Zftk/Hb9rz4P8Ag/WfhH4c+FukeIIdR17R/Glt4uvb57G3utLvVsiLKS2XzGWSUPIDIvEeA3zVoeEP22viZ4M8M6Fa/FJPhrpPiD4gfEN/h/4Vu/D0GoX2nNNFHcGaWeOUxytia1ngVcxglQ5bYwNcvqH7Qfw//ZP/AOCM3inxp8B9Ul1rw3odneW2ha+ZFuG1jVLq9Nu+pNJ0kZ76d5WbChjuwoBWvd/2gvj58Nf+Cdv7M2k6n4x1bRdD0TQhbaTo41O8itlubvyykUYllwFZgGZnPRQ7HjOdJWV7+X6X9On3krW3z+Xa/wDXQqfst/tR6/8AET9of4ufCjxhaaR/wk3wrl0ydtU0iOW3sdWsdRgea2cQyvI8MyGKWN082RTtDhvn2rB+0D8SPjqPj3aeGfhLpvwmutHtdHj1DWJ/F93qEFzA0s00SNbi2jkWUAQncj+WTniQV5T+xl+1d8AfDnhf4yfF6H4peHfGWozT2GrfETxnpjNc6TZOwa2s9OgKAt5VtEioqhSzeZ5j5eVgPS/jJrngG7+N3j1fiJpNn4fsfD3hO1uLfxJqWviCG+gZ7oytBbh1MclqwH+kj94rTgKy9WmpLkSctWl9+n6hG7jK3Xby1X6Gj4l/aX8TXf7Vui/BPQpfD8PimHwW3jHXdbvdMmmsY4hcrZxxwWq3CPulm85/mnby0iC/OX3L1P7HH7Rv/DUfwNt/Es1gum6lZ6lqOharaxuZIYr2wvZrK48pmGWiaS3dkJ52sM85r5O/ZH1K8stG+CfxK+Jviz/hCfjxffCSeHxDP4m0eaSx1DRobuGRJLqXzIY4LyNpIpCGk3kTz5jP3l9d/wCCPXwe1z4Tfsi3Vxr51Bbzxt4v8QeLYUvoDDdLbX+p3E9u0iEDY7wtHIVx8plx2qoppuMul9e75nb8PyJvomvL7uXX/wAmt959WjrXz/8AtLfET44WPxn8N+G/g/pvwqvobjTbnUdZbxje6hatEqSwxRm2NrHIGI8xyyyKucLhlr389frXz/8AGHVvBOoftIX1l8QtD0/TdJ0Pwgb628R6trqWtjcJNcMLmFbZnUF7cQQymcgmLz0wU3c57ST9fyf6mnR/L80J8T/2k/Evg/46/Cv4P2reH5vHvjrStR1nUdXlsJzpdhbafHbid47YTCR2kmuYkRDP8q72Zm2hW86sv+Ck+peIfFPh34d2umaXb/EzWfiLqvw8nuJYpX0m2bTrJtQnvxGHDsr2phKQeaCsk+0ysI2ZvOf2WZL3xJ8Nf2YfHvxK8SX3hn4yQaX4istG1HXtKnu4NW0EsXxqL7oxDK9pDp86ySSo5kVuH3Otct+zf8BdL0nXZPil4q8SXWk+IvGfx71XxJ8O9afRprizvop9IOnyedErARWV1bWl1JE7yrhRbNvfgSUvj5ZbWv8APnjZeWnT1M3fk5o/17ste3xL7rH2j+zX+0RffFD4k/E7wNrsFivij4V6vbWF5c2ETw2mpW93aR3dtcJG7uYmKytG0Zd8NCWzhlxk/wDBR79rm8/Yr/ZN8VeOtH0u11rxBp9rK2l2l07R2zzJE0paUrzsVI3cquC20KCpIYeI/sn+JbD4EfFb9q/9oTx54ss4/hz4k1vRre18QG1kjsbqHTrGO0lubdFMjG3+0TGBGVnDG3dskHNY/wDwW38Q+I/Af7Gfxv1vxBD8P4dC1Dw62h6BPe+KprO8RJRG0ix2zWRR7iWVSdqzHMcEeMFWy5fZv2V/Wy/U0pxTl8/1Pqj4ifEHx1cfFPQfC/hnTbDT7TUtFvNVufEeoWy39naTQyQolq1sl3bzln81n3ruUCPacFsjL/YC/akuv2y/2TPCXxFvtHi0G+1xbqK6tIZvOhWW3upbZmjYjd5btCXUNyocA5IzXL6r8fdB+Mq6f4C8UrJofh/xN4QbXk8XeH/GQg0idhK0JtbS9je3nmkWMecxEXlqrAN1UGj/AMEfviDr/wARv2EvDFxrmkWOl2ul3eoaToU1jp8enwavpFtdywWN6kEarHGJrdI5MRqqNncoCsBTS+Jf1u1/Xpcx15U/T8r/ANPpex9RLWf4kv5dG0O8uobeS7mt4JJo7dHVHuGVSwQM3yqSRjJ45rSrm/ih4xm+Hnw317XoNJ1HxBcaLp9xfx6Zp6q13qDRRtIIIgxAMjldq56kis6mkWzaO9j500D9tHx7ofxt+A3h3xV4f0iG3+Oel6ldPYQQ+TqHhK4s7JLxo5pVup4LpMMYy0Ww7grKGBIXmtI+MH7ZGmaj4HbXNI/ZxFn401eC2it7S51j7dBbOjXEhIK+T50VtHK7DzNrsm1TkjOB41+L8N/+3P8Asz+MvAtr/bniD4pWl9a+KtDu9Tj1mbwvo5sxcy3ULrJItj5V2kEEn2dlhuGKqQ7LGV9h+E3xTb4w/wDBR/4u6JJv+yfB3w9oel2SN90XOqC4vLuUe5jhsU4yR5bgY3GtL2km+79NHt59Fcz6NLsvXt/wbGj4v/ab8WeFP2/fAnwputD8OxeGfGnh7XNah1GK+nnv2awbT1AKGJI4sm8fjdLkIDuXpXpvx++M2j/s6/BPxZ488QG4XRfBmkXOtX/kRmSTyIImlfao6sQhAHrivlX9oX47+B9A/wCCyvwJ0+/8ZeFLO/sPBXiyzubafVreOa3nmm0UwROhfcryBXKKRltrYBwa6L/gqlqNv+1D+w9+0j8JfAmoNq3xG8O+E0nvtHtY3N1CLiN57aMDADNPHbyhVBOTwcZFRKT+rqa3tL8JSt+FjWjFSrcstrr8kejeD/jH8TLLT9I8U+KNB8Nr4K1Dw1ea/qg06RvtXh2VFimgtdzSH7YXjeUNIkcShoQcYYCvK9J/4KL63BpX7PXji4Xwzrvwz/aK1W10WwSwsLqy1LQbi9tJbm0Z3llZbqPdC8TnybcglXAI+Ws7wz45sdL/AGxvgSfhfq1ne+Dda8F6zqPxBmt7tZLd7RIrZ9Pvr05wLhroyKJXxIwa4BLBW28l4V/bs/Zx/bV/a2+HrWvxR8F+JD4O1lrf4f8AgvRdQhuLq+1Fo5IH1aeJD8qQ27TGFOBHHvlbLvGkVte8rd/w5mn96tYwpyfsuaW9vxsrfc9WfoQpyKKB0ooNDw34mftG31x+1Hb/AAb8Kaloej+Mm8KS+L/tGs6TcahbS2y3K2oRUhmgwRIQzFpM4KhVbJKec+CP+Cg/in4l/wDBO7xR8XdI8I6BH4r8DjXbPW9JvdVmjsorzSHuoJzBIkLtLG8ttuRW8s7ZOXVlrd/b2/b8+G/7IMml+H9e+IngP4f+OPGFvLHpmoeIb2KJNMtQcSXjIxDSKrH5IhgSSAKSqB3TyzVfG/wU+Hf/AART8fN8OvFWmt8O5vC/iKy0zX9Sv4lHie/kiuzcXIlYjzpZ7o3DcAF23bVC7a56kpLDynHon993/wAMaU4/vIqXVr7rf0z6a8A/FzxN4+/ZS8L+N9N0vQ7rxBrugWWsS2l1fS2dnG01uksoDrFM+F3Hau054BZfvVR/YL/aF1P9q39jX4a/EjWrGx07VvG2g2usXVrZb/s8DzLuKJvYttHua479lf47eCLb/gm54F8Qt4y8Kx6Fpvg7T7S71M6tb/Y7ScWMQMUkxbYrhiBtJByRxXnX/BJz9pbwD8Pv+CMfwx8W6l4u0NPD/gPwRayeIruC6W6Gj+VDukWdYt7K6jkpjdnjFdkklKrfo429Pe/4H4HLh3KUIX3a/HT/AIJ7r4m+NeseIP2jda+Gvhi/0PR9a8P+HLPxHPLq2mT36XkV3PdwRhBHNCIwj2b7izMx8wYUAEmbwf8AtMx+Iv2S9F+JkukyRS6tpUF5FpkU4PmXExWOOBZCANrSuqq7hcBgzBcED5o/bF/Z38F/tz/tE6t/bvjW5+EeveBvDFteeCvF2kXUVhqWo2t4sj3U0skoC3enoypE9o2Y8mQyf62PHU+DPG/xL/4ZY8EeMPGmn/C+DRfCmgzyXk13rU3huwuLmOWW2t79Ivsk0cdu9qscsSFwFa76Dy42rjqOUaL7q/6/pbTudEbSqK23/Df8Oe1/sI/H3U/2qf2OPhr8R9as7HTtW8baBa6vc21jv+zwPMm4om8ltoz3r148LXyN/wAENvHa+Ov+CV/wbmjm8P3I03w5Z6ef7K1UX+wxwR7knIRBDcAn5ovm28fMd3H1yOT9a7MRFRqSUdrmNOTcU2OooorM0CiiigDh/Ff7Nvw78eeOn8Ta54F8H614jktEsH1O+0e3uLxrdGLLEZHQsUVmYhc4BYnua5v4lfsMfBz4s+CL/wAO658NfBtxpOqRiG4jg0uK0kdchsLLCEkX7uMo4NeuUY5oAyZ/COl3niy31ybT7WbWLKBrS3u5Iw01tE5DOkbHlA+E37cbtiZztGOI+Hv7KvhP4Z/HTxR8RNN/tyTxF4ssrbT7oXms3V3a2sELySBLe3lkaO3Du5ZhGAGYAnktn00qCOlGKAMXwn8PdC8BzatJoei6To8mvahJquptZ2qQG/u5FVXuZSoHmSsqIC7ZYhFBPArxn4c/8pTfjJ/2SrwH/wCnfxnX0BXz/wDDn/lKb8ZP+yVeA/8A07+M6APfvKX+6KjvdPt9Ss5Le4hhuLeZSkkUiBkkU8EEHgg+hqaigCrZ6LZ6fpkdlb2tvBZxIIkgjjCxog4ChRwB7dKks9Ot9Os4re3hhgt4FCRxRoFSNR0AA4AHoKmooAp6N4c0/wAOWrQafYWdhBJI0rR20KxKzscsxCgDce56mpb/AEy21W0a3ureG5t5Mbo5UDo2CCMg8cEA/UVPRQBX1LSLXWrCa1vLW3urW4QxywzRh45FPVWU8Eexp1jp9vplnHb20ENvbwoI44okCJGo4AAHAA9BU1FABiq+paVa6xYzWt5bW91bXClJYpoxJHIp6gqeCPY1YooAhs7CDT7SO3t4YoIIVCRxxoFVFHQADgAelSSQRyoysisrjawIyGHoadRQBT0Pw7p/hjTls9NsbPT7RCWWC2hWGNSTkkKoA5PNGueHdP8AE+nNZ6lY2eoWjkFobmFZo2IORlWBHB5q5RQA2OCOKNVVFVUGFAGAo9BQI1B+6OuadRQAVV1rQrHxJpslnqNna6hZzY8yC5hWWN8EEZVgQcEA89xVqigCtfaNZ6npcljc2ttcWUyGKS3kiVonQ8FSpGCPan2Wm2+nWcdvb28MFvGoRIo0CoijgAAcAe1TUUAU9G8O6f4csFtdPsbOwtVZnENtCsUYYnJO1QBkkkk9yakvdJtdSSNbi2guFhkWWMSRhgjqcqwz0YHkHqDViigA2j0pCoPYevSlooAKNtFFADfKXP3R+VQ6lpNrrVhNa3ltb3VrcIY5YZoxJHKpGCrKeCCOMGrFFAENnp9vp1pFb28ENvbwII44o0CpGoGAABwABxgUl3pdtqHk/aLeGb7PIJYvMQN5bjOGGehGTyOeanooAp614c0/xHaLb6jY2eoQJIsqx3MKyqrryrAMCNw7HqKthFUfdH5UtFABim+Wp/hHPXinUUAQ3+m2+q2jW91bw3MDEFo5UDo2CCMg8cEA/UVKEUdh69KWigBNg9Kqap4c0/XJLd76ws7xrOUT27TwLIYJB0dcg7WHqOauUUAUtU8N6drjW7XthZ3jWcontzPCshgkHR0yDtbk8jmrYRV6KKdRQAVT1fw7p+vxwrf2NnfLbyiaJbiFZBHIOjruBww7Ec1cooAp6z4e0/xHaLb6hY2d9BHIsqx3EKyorqcqwDAjIPIPUUusaBY+IdNks9QsrW+s5seZBcQrLG+CCMqwIOCB+VW6KAGxQpCiqiqqqAAAMAAdKUopHQUtFAFHXPDWm+JrIW2pafZahbhxIIrmBZkDA5BwwIyDzmrixKgAVVAXgYHSnUUAFIUDDpS0UAUdN8M6bo97dXNnp9ja3F8/mXMsMCxvcP8A3nIGWPuc1NBpdrbXc9xHbwRz3RUzSLGA8u0YXcepwOBnoKsUUAN2L/dHrSlA3UUtFHkBT0vw7p+iNcNZWNnZteSme4MEKx+fIertgDcx9TzVry1P8K/l+NOoo8wCiiigBpiU/wAK/lR5a/3R1z0p1FHkA0Rqo+6OuelBjU/wj8qdRQBR1rwxpviRYV1HT7G/W2lE8IuIFl8qQdHXcDhh2I5FXdg9BS0UeQCbR6UuKKKACiiigAooooA+bfjF+0L8QPBH7S+mr4Xj0HxT8MbzRb6z1adLi3Mnh/XrS5gxDJIZohGsltNMzKxdlNoWPlKrl+a/bC/bV+Jn7O37Ovi/xLY+EdLOuaTa2sNkk9xazxQXd9cLaWLzol7v8g3EibmHJRXK7ipFcZ+098ONL8e/HL9oTS/Dng3VbTxBH8LrjxDrMigzHxXqV7YahpOkvbxxyPvaO1s9SiZQisxuIMglQa+d/jN+zTN8Kf2fPjD4om+EyfDW21Pw38KNFtZJLGxtpby4ttfJvQDbu+CDJa7w5VjtjyBtGAD9BPg78YfiF4L+B/gqD4t+Gbi++JV5pyjXD4TtPP0s3al93lFpM4ZFD4HbPTG0cf4R/ay8Sah+2x488Pz6D8Qp/C+k+DPDt/ZaQNFtwbS8ur3W455y/EpV47O2UBpCoMb4VcsTR/4Kn6bpep+Hvguusabo+r6fD8UNPnmtdUQSWc3l2OouFlBSTC8ckI5XqFbpXwP4x0Zfhz8W/ES/8I78G9et/hm8HjHTYYdL1G9udUs9Smu7Wx0q8Nho32zUoLD7PqLqrrhzd2sjs5tn3gH6m/s0/HjxJ8bLrxl/bngHxP4KtdF1l7TR5tWS0VdYtAoUTJ5F1Oc+YkmRIImAKAoDkVy3w5/5Sm/GT/slXgP/ANO/jOuR/wCCMei6To37BWkvouk6bo9rf+KfFd19nsYPJiBbxHqQAVSiEAIiKAyqQEUFRgAdd8Of+Upvxk/7JV4D/wDTv4zoA7L9qj9qrwz+x18H9W8ceLbfxHcaNotpJd3H9kaTPfuFQAnJQeXHnOAZXRfevQP7SRrFbgyeXCybyZCF2rtJ/wD156YNfM//AAWjK/8ADqr45N/1K85zn/aXHNekfHW71+58KeH9F0zwjrnibRdVbGunSrqxhkS2RVIt9t1cw8TsQrFS2I1kBwWU1L2b9CnvH5/ha35so/DT9uXwV8XPhQ/i/QJNUvtPn8SXfhPToPJSG51nULa5lt2S3WR1BVmhlZWdkHlqXbaoJGRe/wDBQfw3puh/Exbrw/4ztvF3wrht7nVfCA0+K41u6juv+PNrRIZXhuRcNlEMUx/eKyNtYEV4J/wTx1vwXrX7JvjrXPiR4PjstB8H/F/xTrthJrcFncLBfr4ivzCbdI5ZWF1FIyoOFLSOBGXByfXP2R/AmieIf2j/AIjfEzXNY0jUfiJ48stNjl0WzuUvIfC+jWbzfYbZ5ELI1w0rzzSNux5hKplYhI5G8o+qV/mk9PO9/kS/db8pO3/gTWvla3zsafwP/wCCjOm/HH4waP4LHwr+Ong7VNYtLm+huPFXg6TS7NYoAhkLSM5xgyRrwD80iDqa9X+K3xx0f4QDRYL/AO1XmreJr4abo2lWaCS91W42NIyRKSoASNHkd3ZUREZmYCvLf2GvizaftF6P48+KVw8P2fUvFGqaDp00h+W303SbyaxjAJxtVpoLm4PvOc8KAPLf2kdNb4sf8FQ/2XdX07XWm8B6p4W8Wm2vNJvT5V/cPHp8qCK4ib5TJCkjB42DFI5ADgk0fFyLo73+5tfhp6gviflp872f4nrvjf8A4KA+HfA3wjvPFjeEfibrUmn+JpPClzoejeH21PWFvY93mbIIHYTxqqly8DSDHTOGA9J+CHxhb43+AYfEC+F/GHhOG6kZYLLxLYDTr90GP3jW5cyRAnI2yhH+XO3BUn5Q+Bfxrv8A40+MdT8BeL5/HNyPCvxh1Xw54V1/SrcM1xaWmmfait7c4O1EWe4tfOX96zRJ8wkDPXqf7F3xh8ReLPj9+0D4D1K5utY8N/DLxPZWGgatcN5srxXOl215NZPLjMrW0sxXc5L7ZUV2YjNVFXWvZNelo/nf5bGcpe9ZbJtP1u/ysfSVVr+8i0yxnuLieO3t7eNpZJZGCxxqASWYngAAck9AKs15V+0XeeILu60LRrHwb4g8UeHbyRrnW30u60+JykRQxWjLdXMGUmc5cruBSJ0IAkFTI1RznhH/AIKC/D7xp8B/D3xBsbrUF0fxd4jm8J6DDdxx2lzq+opez2aQxiV1RTJJbyFfMdMjAIVjsrc+Gf7YXhr4mz+PLGOz8SaZr/wxv4tP8SaJPpz3eo2LzQpPCyx2ZnEyywyI6tCX43ZwVYD5h/4Jf/H/AErQ/wBjTwPout+H/FmkXXjT4heJ9G0C6i02HUM3T6vrF15v7lp1hECQuGknVUVl43r81dt/wT91yPwb+2L+018NZ7N9a1rw9rOka7qPjOUBbrxF/aNhmGC7VQI0mtYrdIlWFY4vKMREaMW3VHdryuvX3dPxb+4UlZ6d9fvav99j6A/Zq/aT8P8A7V/wmtfGnhaPVY9HvL6+sEXULb7NcB7O8ms5sx5JX97BJgNhsYyAeByf7Un7aVr+y/4t8O6PJ4A+K3jy68Q2t1dbfBfhx9Z/s5IDCu65CuDGrmXC8HcUbpjnzf8A4I96nb6J+wPDe3k0NrZ2vinxbLPcTOI44UXxFqRZ2diAoVQck8DHXAzXfftzftMWvwB/Y88QfEPw/c6fe3uoW1lp3h+/gK3EU9xqNzDaWUqsuVkj825jk4OCvTOamV7q3l/wPxCPxST7tfJMzfhz/wAFIPC/xI0XTJbfwl8SNK1zXtfuPDek+HNZ0VdO1fU7q2gM90yRTSqqwwxq2+WR0RWXbncVU+p/Bv466P8AG/SdWm0r7Za33h3UptF1fT7xAl1pV7GEZoZQrMuSkkcisrMrRyoykhs14p8b/wBnPQ/Cfxx/Z21vQdc8Pad4p+Htzqul6Ho2tah9l/4SiG809heqkm13a6VYRclwj7vLl3/f3rzn/BMXQvEVx8e/2qvFWsfZf7N8S/EiOHT/ALJIz2xez0mytLnynZVMipNG8Bk2rue3k+UYxVxs5tdEm/neKX4NsmTahF93/wDJafgfY4ri/iT8ZLfwBrGm6TDpmqeIPEGsJPPZaRpjW63U8MATzpd1xLFEqoZYwS0g5kQAEmu0ryP9pHXvBPww1DQ/G2taHoereONNFxpXhJrjyYr5prlB5sEM8n+pjkWJTK+dqohLZxgxKVjSKuUfhx+294P+LHgOHVtCj1u71WXX7nwnJ4eeBLfVrbV7VZHurKRJHWNHijikkLGTyzGoZXYMhbbtP2n9DHhvXLy/tdX0fUfDepW+j32kXkcf20Xlz5X2WGMpI0Mnnm4g2OshT94QzKVcL8Yaj+yp4X8V/D7Sfhrpvjhp/id8SPiRqPjPVfiB4cvJLceF/EEdkLqVtPKnEhS0kitY4XZlaEymQMVeMo3hnxPF8F/ij8DfjNDpvi7xhrvi3Q7BPiFpU0+mLrUuoMDY6nMsbBrK+sxZx4ggkCFktQhRZhg1S1392y7t2vb8d/LzJtr5a69km7N/K34n3L4F+Ntt4z8Z6l4butJ1vw34h0y1gv3sNTEDNLazNIiTxyW8ssTKXikQjfuUpyoDKW5L9p/9s7S/2WPEHhvTb/wX8UPGVz4mW5kgj8G+GZtcktEgMCu86Q5eNN1xGN20rzyR38U/Y30Tx9+yX+0h4y8IfF7xdp/xItW8LR67pXxL1ArY6hDpVnL5RsdTjz5EZiadpFnj2CYGd3G5CT7J4rufD/xd/aa0HSYtQ8aRXen+ErnVIr3Rpfs+k3tnd3Fuqq13H+8Mu+2R1WJwrKCW3KQpJW91rrv+P+Qot3d/+G2/O4342/tt2PwD+HPg/wAQ6x8P/ixqVx4wufssOiaB4dOs6vYHynlLz21q8jBQsZyU3ldwyBzj0f4U/EZ/ij4B0/XpNB8ReGf7QUypp2t26W2oQpkhTLErv5ZYDO1iGUHDKrAqPkb9jn46337Wvg34X23jiXxt/wAJHBq/iwWWu6PALWy1yx0u/k01bi5uI1Uw+fFLCwMGze6uQyp8reqf8E7/AI4+J/i5oHxQ03xFNNqEPw/+ImseFNH1aZR5mrWNu0bRsxUAO8TSSW7OB8xtiWy++q+1byuvS6X33aFJ2S9bP11/DRn0Ypya4f4g/GmHwDr1totppGs+KvEN9ay30Gk6S1qtz9miKJJMzXM0MSqJJEQAyAsXG0EK5XuD1FePftH+IvB/wk1/S/Gk2heG9R+JklncaF4ZmvWit7lklaOSWNrlhmG0BSOSV+gCgAM7Ij5y6f1/Wpotbmd4V/b+8B+O/hXoPibRZdY1K48Sa9L4UstCjtVi1Y6xAZhc2DxSsqRywC3naQu4jCws28qVLbWk/td+GdT0jXGaLVrPXPDetxeHL7QZ1hGopqE6xPbQALIYm86OeGRHEmzY5ZmUI+34x8NfBDR/gV8f/wBlhtJ8SweMo7r4n+LL7xhr9soWyvPEmp6JeXDFACVVM7oolDNtChCxfNU/jF4Es/jJ+11+014SvFvbe0+I3jHwR4Y0fXbW8ltG8N6za6LLftfxTQsrrcQRpBsUMpeVoY2IVzVXbat1te3T4b2+92+VyeVJ67JO1+q13+Su/mffvw9+Mtv498UazoM2l6x4f1/QUt7i707Uli84W9x5ghnR4ZJYnRmhmX5XJDQuCBxnB/ac/a08M/speH9N1LxNb+JJbfVNRstLifTtImuokmu7uG0h8yYKIYsyzpxI6kjJAbGK8M/YqtPHX7NXxt+JXg/4xeJNJ8dXGn6HZeIbb4mygWNze6Qj3ESWupxZ8m2kt/LlcPEVilWSWUqr+aW0P+Cv2o2+r/sUabd2c8N1a3fjrwVNBPC4kjlRvEumMrqy5BDL0I4ORg45quVKcI9G4p+jaX+ZF3yy8k7fdf8AysfVWt61beHtJur++uI7WzsonnnmkOFiRRksfYDNcb+zV+0RoP7VXwS0Px/4XGpDQfESyzWQvLfyJ2jSaSHcyEkrkxk4J3AEZAPyjE/aC1LxDeeINB0y38D+IvFHhdd2oao+mXWmp58kTDybV1urqBjGW/euVyCIkQgq7geQf8ERPEVx4g/4Jp/DnzdF1LS47eC6WJ7trdheKbydiyeVK5Cg5X95tOVPGMEkbNNvp/wS30PrgHmuD+IXxyh8DeI00Ow0PXPF3iIWLam+k6K9qLiK1DBPNY3M8KYaTKqN+5iGwCFYjvB1rxb9ozxN4W+EHiq08UWej+Fbj4ua5p03h/QLvUmitpDb71lkE1wfmSyifZJIASSQqqGkdFbOXT+un+ZUTM1X/gox8N9P/ZBuPjdDceJNU8F2dneXlz9g0O6uLy0NmJftUM8Sp/o8kbwyo3nFEDpjdyM7nx+/a70/4D/CLw74uXwp4+8ZxeJru3tLPSfC2jnVNWfzoZJt/kK4+VEjZnIJ2gHrXzP8X/g54T+Av/BDD47eG/CviRfF6w+DvFl5q+uqMLq+q3Ed1PfTpjK7DcSyAKhYKF2biVJr6n0zxzpPwp/ZUsfF2sIv9n+EvDA1i4cqC8UcVnvdlPUHYGHHYkd6KkuXmb+zyvy1vf5aaE9YJdXJeejjb566mB+zH+3Bp/7UfjTX9BsvAfxW8GX3hu3gubweL/Dj6SCsxcRhNzksx8tjjGAB7jPS+Of2ltN8IfEa68I2GjeIvFniTT9KXW9QsdGS3ZtOtHkeOGSRppolzK8UwjRSzt5LnbgZrlv2OfHtnD+xv4U+JXi7UdN0m68caVbeL9dv725SCCGa9ijl2mRyFWOJZIoEyeEjjXJPXz/4ER3Hh3/grH+0k+qfuo9U8I+D9Q01pW4e0jGqxSlM4+VZ1fcc4G4ZxuzWlb3XyvR6/ek/69ETHWPP6fmkerWv7Z/hHxYngtfCC6l44uvHuit4k0q10cQrI+mL5Qa7ka4kijjQPPCmHYOWYgKdr7ew+DPxg0X49/DvT/E/h26kuNLv/NjIlTy57aeGVoZoJU/glimjkjdT0ZCK/NT/AIIp+G9Y8MfHz4aXOsRzQ2viL4H3N5oxlGPOh/4Sq9ucpn/p3vbFuP4XQ8DAr6o/4JCWF3H8BPH2oSbjpeufFXxlqWkMfuyWkmu3YR07bGIdhjjDcEjklOXN/wCTfhLl/wCCFT3brezil53jzN/ofWOdrV5h8Sv2ndI8A/EX/hDbWx1TxR4y/sV/ET6HpM1ot4unpIImnC3E8IZTIdo2kndjOARn005zXi/xf8Saf8ZfGniv4U6J4g8UeD/G1n4ch1SfXLHRlaGC0unnhjj+0zRNESXgkYxxskoCAqynkY1HJax8/wAn/wAP6GkVffy/Nf8ADepD4b/b98AfELwH8Ntc8K3lx4kb4uQS3XhXToDDa3mqxwR+ZcBVuZIVDxKCGRnDAg4BAJHM61/wU58J2nwp0/xVofhH4neNJLjxTeeD73w94b8PnUdc0jULMTC6S4gWTaEhaHa0iO6kyRkFg2a81/4Jq/tOeF/jF+xt8FPB+j+H9W+GOua94e1SHQv7A0pryy0uDSboWU1xDcXMU0aRzZR0+0bmcTYLO3zNn/sK/tGaH8A/2MPj5q194ftYE/Z98W+K4NU1aAN/xVs9tm9uNQJcuwnnaUrIoYqJFZV2oFRdMRKMZSa+FJvzspJfh1/4czp3aj3bt82m/wDhv+Cj6K/Zb/bO039qrWPE1hY+CPij4NuvCpt1vE8X+Hm0gs0ys6LGGYlmCgMRgYDof4hnm/jj/wAFEbD4H/GDUvB4+Ffx08bS6Xa29xc6n4S8HyatpkLSgsIDMjgiYLtZlK4CyRnPNdR+zRrln4D/AGUfDfinxZqmm6ZdavpUHiDxFqt7MltA15dokkzu7kBVDuEUE4RFjQcKoHO/tu/FKHwzr3wu+HMSxx3Pxq8WjQrwp8ryWMFlcX14CRgnzLey8gnqqz5BGARVSNpKPW9vnt+Y6clKLlbSzfySv+RueEP23PDnjzwL4E1fT9F8Xf2p8SLaW+0Hw5cWUdvrFzbRYMty8ckixwwqrRtvlkVf30QyWkRT2/wT+Mum/Hf4e2viTSIdStbW4mubVoNQtzBcQy29xJbyqy5IOJInAZSysACCQc18ueNPhtfa9/wWw0VLy+1LTfC7fBe4i02KxuHs2lni1mL7QkcsbK6BUktGYIRuCxgkqCp9O/4JpfG/xN8dv2db2+8VSSXt9oXivXvDlrqjoqNrVpYalcWtvdsEATc8cS7io2s6swAzgKMlKN1vq/kpOP8Al94np+F/Vq7t+X/Dn0QOlI3SlrG8c63qXh/wbq17pOkza/qtnaSTWemxTRwyX8qqSkQeRlRdzYG5iAM8mk9tCjjLj9qbwvF+0/afCQXFxJ4sm8O3PiiVUj/0e1tIZ7eD95ITgOzXCkKATtBJ2gru5e4/bz8J6V4h8Ew6lp/iLSvDnxI1BdK8MeJriK3OlatdyB3ghDRzNNEZ1QmIzRIr4Cg7mVT86eBtZ1bR/wDgrZ4FstS8C+LYNU1D4X61Lq9zfS6X/pEk+r6WXuW8q8kHkoU2BAWcIIwqkKa6Xxx4F+F/xX8a/DPwbpF94T8G/CH4M+LLS/sNK0uSGFte16KZorSztoIzlbaC4lMkjBMyShVGFSRiqb92DlvJv7lKSf4JW8yZfFUUdklb1cU1+N/kfQmpftaeGtP/AGnNF+ErW/iRfFGu6df6rayy6RPBYNDZm2E2J5FVZObqIZi3qMkEqRg9p8TPiVovwf8Ah5rnivxHqEWl+H/DdjNqWoXkp+S2t4ULyO3sFUnjmvm/44rt/wCCv/7P5I/5kLxmc4/6baH3/wD1V7X8bf2iPBnwa+HHjHWtevBqFn4Msku9b03Tbc6lqEUM2RGDaxBpG80Z2gr8wB7AkOz9lFrfX/0pr8kio2c2vT8kYXgH9s/w145+M2k+Ap7HWtA8QeItAbxPoa35tZbfXNPRo0kmt5rWeZD5Zmh3K5VisqsoYZI0PhN+1j4Z+Mfxt8aeA9Jg8SQ614Fs9PvdR/tLSZ9PjZLw3Ii8sTqsj/8AHrJk7AvTBbPHgWq61H8Jf+CvPw2t7yO68Y3Xxa8E6xDpd7eQrBeeBbawe2uJLdIo0SP7LcNNGpaRDOJIY1aV12qu/wDs+jd/wVt/aQP/AFKXgvOO/Gr+317/AIVUbOMW93zfg5L8lb1JlpzNf3fx5b/m7H1lRRRQUeW/tU/taeGP2RPhvN4o8VW3iW402F4kY6TpE97taSeKFd8ijyYvnmQfvXTPOM4re+Lnxp0f4Madptxq0tzNda5fx6VpGnWiCS71a8cMy28KEgFtqO5Ziqosbu7KisR4L/wWqIb/AIJt+Pt2D/pei/gf7YseO+P/AK9Yn7dng7VPE/8AwUY/ZF/06+07wz9v8U215LbTNC73T6RvgRZF+ZHeKK6UMpDAF9pBORO9r9/8ikr/AHM9P8Yft46D4J+FPijxRN4T+I2oXHg/xBF4a1DQtM0X+0NWa8k8ggQQwSMtwoS4jbMTscbhgspFd18Afjf/AML68EHX4/CvjjwhatKUhtvFOlHS76ZAB+8+zuxljGcjEqo3yk7cEE/LfgH416l8Qvid4++F/iiXx3f6T4Z+Lll4e8I69pEAuLpANKi1eSK6nZTiKAiaEzndKFaMFvMBkr0T9nj9oLUPDf7Tv7RHgvxJqyt8P/hW+j3um67q92ANOF7Yme6s5rmQ/OISqShpGLhbtQzFQmKgtLvsmvTli9fVsz66d3+bWn9fJdPRvip+1zoPwx8bar4bh0/WPFHiTQdCHibUdJ0eSzN3aacZJY1uDHcTxFwzxSKBHvOUxgFlDR+H/wBsXwv8QvAvhHXPBEGrePE8daKPEWj2mkfZ4bq40/EZ+0EXcsCIAZY12uwcsxAU7X28v8fNc0j9o2x+Jnw18O+JNc8KeJNF8PQTalrMGlf6DNa3kc5ihN3JEVkjKo5cW8scqBspIjcjyT9j/wDaB+H+u/sIfAv4s2Pw18K+FPHWqeEf+Ef8GaPK6W7WMAKI8EVzL88dh/o0UrSHJ8oJ9+R0R4j8Mr91+PNb8Ul8n5FS+JOPn+n+b/A+nf2c/wBpPwz+1H8OI/FHhW6uns1u7jTb21u4Db3ml3ttK0NxaXEZ5jljkVlYcjgFSVZSfQlavAf+Ce/wg8OfBb4MatpuieJrXxpq+qeItR1zxTrdrxb3+tXsv2q7aEAsqxK0qoiKzbQoBYuGJ99xVvS3ovTbp5dvIm+9u7/P87D6KKKCgooooA4PSPgLovh79onxF8T4bjVP+Eg8TeH9O8OXkclyWshbWM97PCyx7flfffz5bOMbcAfMTxP7aP7Flr+2f4f0PSL7xl4w8K6Tp+s2GparaaRdJ5Ov29pOLmO1mSVWVFM6ROZIwsh8vaWK8V7h5S/3fegRgH/69AHCfGv4FWPxsv8AwTPeXt5Z/wDCE+JrbxNbi22/6TNDDPGI3yD+7PnknGD8vWqniD9nTTtb+I/jHxSms+INK1Txj4f0zw9NNp959mexTT5tRnhnhYLnzS2oy7t+5CI4wVI3BvRvLX0o8tR2/KgDzX9kf9nW1/ZQ/Z/0TwHa65rPiY6RJd3NzquqtEbzUrm6u5ryeeQRqqKXmnkYKqgKpAxxXF/Dn/lKb8ZP+yVeA/8A07+M69+8tfT/AOvXgPw5/wCUpvxk/wCyVeA//Tv4zoA9T+LnwC8C/tAaCmlePPBfhTxtpcbF0s9f0mDUrdGPcRzIyg8DnFaHh34XeGfCHgZfC+k+HtE0vw0sL266TaWMUFisT5LoIVUJtbc2RjB3HPWt2igDyWT9gT4FS+A77wq3wX+E7eGNUvF1G90g+EdP+wXdypYrPJB5XlvIC7kOwLDc3PJrZ+CH7Jnwt/ZkGpD4bfDfwH8PV1jyzqA8M+H7TSRfeXu8vzfs8aeZs3vt3ZxvbHU16DRQtNgeu5zPgb4N+Ffhn4Lk8N+H/D+k6PoEs1zO+n2tssds73Esk07FAMHzJJZGbjkuao3P7OvgO4+HWk+EV8I+H7Xwx4f8v+ydMtLJLW20kxgrGbZIwogKKSqmPaVBIGATXaUUB/X3nJn4EeDR4CtvC8fhnR7fw/YyefbWUFssMdrLuZ/Oj24KS72ZvMUh9zE5ySav+Afhl4f+FnhuPR/Dmj6foumRyPN9ntIViRpHYu8jY+9IzEsznLMxJJJOa3aKACqmt6BY+JtHutP1KytdQ0++jaG4trmFZYZ0YYZXRgQykcEEYNW6KAPO/C/7Inwr8C+CLvwzoPw38DeH/D99OLq407StDtrG2lnB3LMUhRR5gYlg/wB4E5BzzWjoH7O3gXwx4L1Tw7Z+EfD6aHrkr3Gp2clkkseqSvt3y3IcHz5G2rl5NzHauScCuzooA4H4cfsp/C/4O+GNU0Twj8OPAfhfRdcieDUrDSNAtbG11CN9+5Jo4o1WRTvfIYEHe3qa0PEXwE8E+LPhvp3g7UPCnh+68J6ObM2GjNYxixsvsbxyWoihA2IsLRRlAoAXYuAAK66ijrf+tNgOd8e/Cjw78T7S0h17SbXUF0+Xz7R2ystrIVKFo3UhkJRmU7SMqzKcgkVoeGPB2k+CfDtppGjabY6TpWnxiG1s7OBYLe3QdFRFAVQOwAAFaVFC02DcMV5/8cP2Tvhb+02unL8Sfht4C+IS6OXNgPEugWmrCyL7d5iFxG+zdtXdtxnaM5wK9AoosB514c/ZD+Ffgv4aL4N0L4c+CfD/AITjuzqEWkaTo1vp9nb3XH+kRxQoqxzcA+YgDgjOc1s23wI8G2vga+8Mjwzosmg6oxkvrGa1WaK+clSZJg4PmuSqku+WJUHOQK6yigDjdK/Z68D6R4W1rRU8L6PcaX4lga11i3vLcXa6tCUMZiuDLuM0exmTY5ZdrFcYOKd4q/Z/8FeNvDmm6PqXhnR59M0eD7JY2y24ijs7cqqGCMJjbCUVVMY+QqqgggAV2FFFgOU1v4GeD/EHhLTdBuPDulro+iqqabawQi3TTlVNiiDy9piATKfIR8pK9CRWr4J8B6J8NvDFnovh3SdN0PR9PTy7axsLdbe3t1yThUUBRySeB1JPetaigArzr43/ALIHwl/aavdPuPiR8L/h38QbjSUeOxl8S+HLPVnslcgssRuI3KBiqkhcZwM9K9FooA4Pw3+y38NfBXwwh8E6H4B8H6D4Ptbj7Zb6LpWkQWNjaziTzRNFDEqpHKJPnDqAwcBgQeaux/ALwWngS78MN4Y0abQdQnN1d2U9ss0d3OziRp5N2TJKXAcyMS5YA5yM119FAeRyGn/AHwXp3g/WPD48M6Pc6P4iiaDV7W8txdpq0bJsZLnzdxnUoSpEhYbeOnFUPiJ+yl8L/i/4e0nSfFvw38B+KdJ0GJYdNstX0C0vrfT4127VhjljZY1XauAoAG0egrvqKAMF/hb4Zk8Cf8Is3h3Q28M/Z/sn9kGxi+wmH/nl5O3Zs/2cY9qp/Cb4FeCfgJ4aOi+BfB3hbwXo7SGU2GhaVBp1qXOAW8uFVXccDnGeBXVUUAJtrzX42/sYfB/9pfWbPUviP8Kfhv8AEDUNPhNtaXXiTw1ZarNaxE7ikbzxuyLu5wCBnmvS6KAPOLj9jr4R3fwjs/h/N8Lvh3J4D01na08Nv4cs20i1Llmcx2vl+Su4u5OFGS7Hua29M+A3gnQvhjdeCtO8J+HdM8H31tLZz6JZafFbafJDKpWSMwxqE2urEEY5BrrKKUop3v13BabHK6r8D/Buv/C5fA+o+FvD+peDVs4dP/sO9sIrnTjbxbRFCYHUoUTYmFIwNo9KPiB8DvCPxUnim8Q+H9O1SaG3ls1lmj/eG3l2+dbswwWhk2rviYlH2ruU4FdVRT3d2C0Vkcv4p+C3hXxpY6Zb6jodjNHoqsmnMieTJp6snlssLpho1aP5GVCAyfKQRxWx4b8KaZ4N0Gz0rR9Ps9L0vToVt7W0tIVhgtolGFREUBVUAAAAAAAVoUUb7htsGM1yfxI+BPg/4v8AlnxL4e03V2iieBXmj+cxP9+IsMFo2/ijJKt3BrrKKLIDk9a+BHg3X/C2l6LceG9JTS9DRY9Mgt4BbDS1Vdqi3Me0wgKNo8sr8vHTioR+zz4FT4PXnw9Twj4fi8D6haTWFzocdjGljPBNu85GiA2kSF2LEjLFmJySTXZUUNXvfqC0d0c74p+EPhXxz8PpvCeueG9D1rwrcQJay6Pf2MVzYSxIVKRtC6lGVSq4BGBtHpS+J/hP4b8a+KPD+tatounahq/hOeW50a8nhDzabLLC0EjxMeVLROyHHUHFdDRQ9dwWi5Vscz8Qvg14X+K8FoniLRbLVTp8hltJJlPnWrsu1jHIMOm5SVbaRuUlTkEitXw14R0vwZ4es9I0fT7PS9L0+Jbe1s7SFYYLaNeAiIoAVR0wBitGigN9wpojUe1OooA4W+/Ze+GmqfFaPx5dfD3wPc+OIl2J4il0K1fVUXAG0XRTzQMADG7GAPSuT8Gf8E4/2evhx41sfEnh34EfBvQfEWmXAu7PVdO8F6ba3tpMOksc0cIdHGT8ykH3r2aiiOmwPXc898SfskfCnxl8SIvGWsfDP4f6t4vgYNFrl54etJ9SjI2/duGjMg+4vRv4R6Cuih+EvhW31/xBq0fhvQY9U8WQQ22uXi2EQuNZihR0hjuZNu6ZUSSRVWQsFDsBgE56Cilyrl5egX1ucZ4B/Z48D/C7xDdav4f8MaTpmq3lutnLexQ5uDbqxdYBIcssKsSwiUhATkAVQ8K/sj/CnwL8RJvGGh/DL4f6P4sujmbW7Hw7aW+oynDD5rhIxIeGbq38R9TXoVFMAooooA474v8A7O/w/wD2hNJhsPH3gbwf43sbdi0Vtr+jW+pQxEkElVmRgMlVPA5Kj0qTUfgN4L1PwBaeFZPCugx+G9PdJLPTYLJILexdG3I8KIAInVvmVkwVPIINdbRR5Acja/ATwXY+Af8AhF4fDGiw+H/NNx9hS1VYvOL+YZsAf63zPn8z7+75s55qGx/Zz8A2Hw21Xwcvg3w3L4V17zf7V0q40+Ke01Uy/wCtNyjgicv/ABGTcW75rtKKPIPM4nx/+zf4D+KMMMfiDwpoupRw2v2AJJbgK9ryPszhcb4Dk5ibKHP3ayPiz+xV8G/j5a6PD46+E/w18aQ+HoPsulJr3hiy1JdMh4/dwCaNvKT5V+VMD5R6V6bRQG2xzHwp+Cng74EeDLfw34H8KeG/Bvh20dpINK0PTYdPsoGZizskMKqilmJYkDJJJPNdOBiiigLJbBRRRQAUUUUAeA/tJ/tjah+z54ouGn0zw7N4Kk0m5SPxI+tRINL1yJ49un3VuxX5ZIZHnDrKGC2kylNzRb/H/g1/wWCh+KHwX8N6houh6V8QfFn/AAra48a+J49Cvhp1lpd5a21hNPZqLgu21mv0VXV5ceXIDlkIrjv21tUs/Bn7U3xM17QdNs/AOrWen+BNP8Qa7qcaTWuurr/iP+xI9QMXm7M2mnx6nAJGMUh+2MrfLHGR5JpPgu/8Y/CKw0eGbwj8WrP4Y/Cf4geHLbUb2UaYtnpltrEOm6ZOPs8U6ySyQ6TPtOED+S535XJAP0++B3xMl+MXwV8H+LrjS20WbxVolnq76e9ws7WJuIEl8kyAAOV37dwABIzXz54E/by8YeM/iR4H0ltA8N29n4o+LHi7wBM6zTSSrZaNFqbxXS9Asztp21kIdcSbgV+6Os+Enhr4f6x+x/8ACO+8dw+G1tbDwhpohn1eaOGONWsoN5y5C4OF55xx0r44+Gvww8N/F9vgn4Zgupk8Iap+0L8S4lGjX5hW6slh8SnyUljORDIgKMY3DFHIBGcgA/RT4G/tFeC/2lvDF9rfgPxDYeJdH07VbvRZ7y0DmEXdrKYp41ZgA4VwQHXKMMMpZTmvNfhz/wApTfjJ/wBkq8B/+nfxnXrnw+Xw3o1hP4c8MW+m6fY+D3i0htPsLcW8Gl4t4pooERQFVRDNCQF+UBgBjBFeR/Dn/lKb8ZP+yVeA/wD07+M6AOy/as/av8M/sdfB/V/G/iy38QXGi6LayXVx/ZWkz3sgVAMhmUeXFnIAMrop/vVR/ae/a3s/2YvCnh3VZfBvxA8dSeJNRXT7fTfB2jHVtQTMMkzTNCHU+SojwzDOC6DHNebf8FpAB/wSt+OZ+UKfC8/JI5+Za9b+Ovxf039nX9m/xN8RNVgWa18D+HrvW5sgeYUgt2ldVPYsEC8dcjrWc5KMXKXQrlblFR63+/T/ADOC+EX/AAUb8P8Axbh8QbvAvxS8J3mgXdjp/wBj8UeHjpFxqF3eMRb20CyuA0jYDHJCIrqzMqncOv1v9sTwr4E8LeNdU8YRal4JX4e6dHrGtQ6v5IaCykEnlXKvDJJE6O0MyDa5IaNgQOCfn/4u/D+1+Kf7Bvw18H+IFuY/FPxo1LTJ5vEFteS2M+i63NC2otqaTRssiyQvbssCKwBKwQ5CHAxfgl468UfsK+Kfitofx61CT4rQ2OlaTqFt4707R5rjV9d0+e7ksbXTr3T4ldFnilYhfs4EcolkkKK5kJ05fedN73t80ldfqZ88eVT6Oz+Teh9NfD/9r3QPHXxzm+G9zput+HPGH9gp4ntLLURbSpqWmmXyGuIJrWaaJgkpVWUsHG9DtKsDXpWs65b+HtIutQvp4razsYnnnlkO1Io1G5mJ7AAEn6V8e6VrEXwc/wCCwyaPq3neLb74hfDq51G28Q3wjjvfCVlp95HusWEQSJbKZ7nzFcxrK0kRV3lCoIvZvi943vfiI3hZ/D/hfVPH3gG+h/te5v8AQNR0uS21AoytbQg3F3EJIi371mTcp8tFyQzgQ7qCn3v+Da/R+vQcdZtdFb56J/qV/CX/AAUD8B+Ovgb4C8eaa2pGx+J+qNo3hewuUhtL7VrsNOBEqyyrGrFbaZwHkU4UAgOQldT+z9+1F4f/AGi28VWulw6lpeteBdYfQfEOk6lHGl3pV2sccwR/LeSNleKWN1eOR1ZX65DAfKH/AASj+O2lwfsB/Abwnq2k+LNF1bxs+qWHh6+i0yG+VJInvJ3ud8fnx2yqgZA1yqgt8u0g5Pbf8Ey9eh0H41/tJfDdrH7dq3gfxvDe6n4u/wCWvi2fUbCG5ElwAdiXMMflwukQSIIkWyOMHYNLfvHHpZ/nFfr+KFJ+7F+f+f8AkfYVeXftR/tU6b+yn4P0nWNS8M+OvF39saoulW+n+EdDl1rUS5hmmMgtov3jRqkDligYjHQjmvUa8i/aAn0nxJ8Wfhj4VvX8aWl/f6lfapZ3Whx7LaIW1lLHKl3PjdAkiXW1WjIcvgKw5NRJ2NImr4a/aNt9a+DS+NtQ8K+PPDdjISY9O1HQpm1bZnCu1pB5ssYPXEgVlHLhBzSfBj9qHw58df2b/DvxT0WHXG8M+J9Mi1azjOmyzX5glwVzbwiSQtg/dUMa8m/Y8+NXiX4iy/tAeG9ZuLjVNJ+GvjS78P6Fq9wd0l7amwtrlonfjzHtpbiSEyEliI1DEuGYr/wRmfP/AASq+AY/ueC7AH2/dDP5H15qo+9zN9FBr0km9fuM4y1S85L5pnrv7M37SugftXfCW28aeF49Tj0W8vr7T4xqFt9muBJZ3k1nLujySoMkDkBsNjGQpyo0/H/xft/A3iHTdFg03UvEGv6tBPeW+mac0C3DW8BjWWYmeWONURpoVJLgkyKADzj55/4I9alb6P8AsDQ3l5cx21pZ+KfFsks88uyOKJfEWpEsXbgKAOTnHHJ61nftm/C2T9sj45fD7SPh545vvhz438PeH7vxhoHxA0d1vFFpK8EP2VLff9nvrWZ/JkmWTcgWKAD5pVdZlJprz/y/4H5lJay8m/zse86d+1XoOv8Ah7S7jTbHWL/V9W1G60iLQkjhj1GO7tS4u4XEkixKYfLcs5k2MNpRnDoW6H4W/GCx+Kltq629rqGm6l4fvzpuqabfoiXWn3HlxyhH2M8bbopYpFZHZGWRcNnIHwLpHw68RftJ/D3wJ8G/ETj4Z/GLwj4t127j+IfhW/nKpe2McElxqNn5rbrh70amFltZ2dABdhgwhVa+if8Agm8fHPhXTfiL4J+JMOi6t428I+IlGp+LNJV47bxobm0gmjvnhck29yIjHHJbqTHH5aCLERQLUVe/pf8ALVeWvqZuT09X+uj+4+n91cb8SPjNa/D/AFfTdJt9M1LxF4g1iKe4stJ01rdbmeGDZ50u6eWKJVQyRKS0i5aVAM5OOwPPavJf2k9e8D/DDUtC8baxoeiat450sXGmeE5LjyY73zrlAJoYp3/1MbLGDK+cLHGxPTBiVzWJU+HP7dHgz4r+BodW0OLWLrVJfEFz4Tfw9JBHBq1tq9ssj3FlKjyLGjxxxSSljJsMahlZgyFtWH9q7QU0LWpr6z1bS9X0HVLfRLrRLpYft5vbkRm1hTZK0LmYTRlXWQxgFtzJsfb8a6l+y14Z8V/DvSfhtpfjuSb4n/Ej4laj4y1X4geHL2S3Twv4hSxW6mbTyrBXK2kkVqkLsVeEymUNteM+g/s06BN4N8MfFjwf+0rD4L8bX3w91rTfFV143ks/9H8UbwXsruW1fcLW+t/siJ5EPyAiExAeZtqtvi6Wv+F7fe7Eat+71vb73b8lf5n0T8JP2rtD+KnxX8TeAZtN1rwr458K2tvqN5omsJAJ5LGdnWG8heCWWKWF2jkTcjkqyEOqnAO943+MsPhDxVa6DZ6TqniTX7q1kvxp2mtbLNHbIyIZma4mijC73VQN+4knCkKxHgf7PNt4X1P9qPx18a/FnibQ7XxZrnhmGwtdJS+iki8JeG7OZpgbyVGaNbiWa4aWVmYKgVUTcIZJG5/9sr4Nal+13+014ftvhj4+vfhX8QvAvhU+INM8b6cRfR6hZ38zxLYvaMwgvLRntBLL5m7Z/o5jwz7hErpx5vn5Wv8A0y/5vL/gfrt8j6g8D/GzQ/Hvw3bxVbXDWel2/wBpS9+2r5MmnSW0jxXMcwPCNFJFIjckZQkEjBOf+zZ+0ZoX7VnwS0Px/wCFY9QXw/4ijllsTeweRM6JM8W5kySu4xkgH5gCNwU5Wvm39mbxl448Q/Azw34Z1z4UXk0fhPV9TsfFZ8LapZTadq+o2d6wEkb393DM8NxOXuZC+5948ty+ZK2v+CIfiO48Rf8ABNP4ctNo2p6XHDBdiCS6eBhdo17cMHTypXIAztPmBGyp+XGCdeVK/wAvu7male3zPrbdzXF/EP41weBdfs9Fs9G1bxR4ivbWW/i0jSntlujbRMiPMWuZoYlUPJGo3OCxb5QdrY7Pd833a8e/aP8AEfg74SeIdJ8aTaD4b1H4mS2dxofhia8aG3uXSZo5JYjcuMw2oZI5JX6AKMBmZUbOTen9en4msSl4Z/4KAeAvHHwr0PxNoratqFx4i1+XwnZaEtqIdXOswNMtzYSQyOqxTQi3naQu6oqRM+8rgnqPCH7UXh/xbo/iiYWev2uo+CdRGla7pA06S91LTrho4pY1MNp5xkV4ZopVeLeux8kgqwX4g8LfBTR/gR8f/wBliTRvE1v4xS5+KHi6+8Y6/aHFnd+I9U0S9uWEYBKJH8zRRqGbCqqktJuNe7fsiafdXP8AwUe/a61VRI2kyXXhTTVkB/dfa4NIMkyjHG4R3FtuHXBXNOWifp+On3rX8UT9pL+rXaXo9Nj3L9mj9o7Qf2rfghoPxA8MJqEWg+IllktFv7fyLjbHM8LFkydvzRt36EZxUPj/APaP03wb8TLbwXY6TrXijxZPpj61Jpmki3820slkEQnlaeaJFV5DsRQxZirkKVRmXwz/AII36/Y+F/8Agld8N9S1K8s9O0+ystQuLq6uJVhgto1v7otI7thVUAZJPAA9BmmfC6WT/h8T8SL9pkuNM8Q/Cjw1daJcRyb4LmCHUNWE5jcZUgGeBjg8iVCeCDTnpV5emv4JsPsOXa3zvKK/Jnqnjv8Abz8A+A/2UZPjM0mv6t4Jj0qfVzLpejXF3cJFBG7yiSNV/cMnlurecUVXUqxB4r1bwv4mh8WeHLDVLZZFt9Rt47mIOMNtdQwyM9cV+bXgrTru0/4N2Pjlczhhaato3xE1LTQw+V7KfUdWmt2XsUaJ0ZSOCrDHHNfoL8DsL8HfCq/d/wCJTa44x/yyX9falHeT/wAPyve/5BLRxS/vr15XFJ/O52G+uF+Ifx1h8D+I/wCw9P0HXPF3iD7C2pvpWjNaLcw2ocoJWNzPDGAz/Ko37mKtgEKxXucc/wCea8U/aO8UeFfhF4vtfE1novhW4+L2taZLoGgXeotFbzfZfMEjie4b547GOQpLJg5J2qqtI6IZk9V/V/6Y4kPg/wD4KF/D34k+EPAmpeGLi816++I8t9b6Ho0Yhs9SuJrEP9uhaO6kiVJbZo3WRGYMGBwGAJGHrH/BTPwlb/BCHxrovhP4jeMHXxTceDL3w74f0P8AtDXtO1S2MwuYZLdJMN5PkSF3jd12gMpZSCeU/ZM0D4e/Av4c+Ffgv4V8XeINa8VeJP7f11/GWlaMtxHJqK3ay6pdCeSGW1h3XF3sRG3Ar8gLMuTzn/BOH41aH8NP2XvjQNS0O3sYPgX448S2era3CjsPE8tvm7udVy7MftEvnOJVViqyB0XagCLU7RTb6K/3NJ/LoTe9lHW8rfg7fPQ9v/Zh/bh039qHxnr2hWngH4reDL3w7bQXN1/wl/hxtIVhMziNY97lmYiN24GMDOeRnrfiL+0VpPgPx3Z+Fbez1PxF4qvLCXVf7I0sQm4t7KNgjXMrTSRxxx72CLucNI2Qgba+3if2N/iBZ2/7Gfhf4leLNQ0vR7jx1pdt4w1/UL25S3t4pr6OOUK8rkAJGjxQR7jwkMa54FeM+E/hrqXij/gr3+0C2ta5rej6defD3wvLof2C7e0kESy6okkqyKQSIp97GM5jJmUurfKAVrxkk9N7/c2OnZxcvT8Wl+p71on7bXhnxnZeCf8AhG9M8ReI9U8e6LJ4i07SrW3it72LT08tXuJxcyxJEqvNEmC+5mb5QwVivb/Bf406D8evhzp/ijw5cPc6ZfmWPEiGOa3mileGaGVDykkc0ckbqejIw7V8Cf8ABNb4zeMv2h/2zfh/8QvHlm1vq3jb4BqsUvkeTHqMln4gmjnuI1HA82Kazn2rxi4TGF217t/wSFsbyL4E/EDUZBL/AGbrnxW8aajpLMDtktH128COv+yzK7A453Z5PJcdb/8Ab34ScUvmtSZXX3xX3xu/x0PrDJxXC/EP9oHSfAHjbSfC8dpqGv8AirXIJryz0bTPJN09tCVEty5lkjijhVpI13u6gvIqrliBXeZr4nm+G2p+LP8Agtj4xOranrFhot58INL/ALLWwvJbKWVo9VvRPtljZXGxpIWZQcHzId+QACr+/GL21/BN/mVLSEpLpb8Wl+p7V4x/b58E+Bf2TZfjNfWvixvCNvpt1qcqW2hXE95BHbLI0yyIoKxbfKkXfI6xkgYchlJsftA/toab8Afhx4T8SDwb8QvHEfjC7jtrTTfCWinVtSjV7d5/OeBXB8pVTDMpOC6+tfL3jH46+J/2jP8Ag34+L3ijxd+81ybwP4v0973ykj/tWGza/tYb3aoCDz4YY5cIAmZPlCrgD6h8R/F3S/2ef2Jrj4iatbrNZ+BfBj61MpX94Y4LLzWVe4LBMY78VFSajzuW0bP5O/8AkUou8I9XzL1a5bW+/wCY39ln9tPTv2rNc8SafY+B/ib4NufCpgW8Txd4efSGdplZkWMMxLEKu48DAdD0YVznx3/4KKWPwM+MOo+D1+FXxv8AGjaXawXFzq3hPwhLq2mRPKCwgaZHGJguxmUjAWRDmun/AGZtcsfh9+yh4c8VeLNU0zTbrWNLt9f8RapfXKW8DXt1Gkk0jySEBV8x9iAnCosaDAAA539tz4n2/hbXfhf8OoVWO6+Nfi0aHdlBteSxgsp769y3X57ez+zk9cTjGMDGtSLjLlW97fPb5amdOScHN7Wb+Vr/AJHbeC/2sPD3iz9mGD4t3VrrXhrwrPpj6uY9asja30VuuSGaEMxBdRuRQSWDoBycV0XwN+Mem/tAfBnwr460WO6h0fxhpFrrVlHdoqTxw3ESTRrIqswDhHGQCRnvXjf7bGq65Z+F9YtY/AXiLV/BugeHLm+S40yfTY7eW78qVEV4prqKTy7dF8wARsGd0K8xAGx/wSi1q41v/gm98D2uNJvtJa38D6NbxrdvA7TothABMnkySAI/YMVcYwVFKMuZz/u8v43v+QS93kX83Nf5ctvzZ9EM2DTZZvKiZj/CCTUnWsH4i+Mbf4feAdc16+hvLiy0TT57+4itITNcSJFG0jLGg5ZyFwFHUkVFSTSui46s8i/Zf/b20/8Aas1DbpHw2+MXhnT1tftbar4p8Lvo+nlCAUMU0rgXAcHKtbiVcckgYJszft7+E9N8Q+Co9S0zxFpfh34kX6aV4Y8TzxW7aRrF1IrPBErRzNNEZ1RjEZoY1cgAHLKD5DN451X9nnx3+ypoHhO88Xa1oPxO87RNY0jxAVe6j0+LRpruK7eEAJbSW7QRRyCILGROVYM/lsKvjrwJ8L/it40+Gfg3Srzwp4N+EPwb8XWl/YaZprQwtr3iCGYxWdnawocrbwXEpeVwvzzKqjCpKx0051Hzt9z1f5W89CHezfdXXzvZf10PXviB/wAFF/APw7s9a1S8XVbrwp4X8TxeENe8R2f2eaw0LUpJooBDcp532hMTTwozCEqvmKxOz5q9h8feN7f4eeCNX168jnls9Fspr+dIE3TOkUbSMEGRliFOBkc18Pf8FJPjZ4f8TfsY618XtKtdY17wp8K/GcDap4K1TSm06y8XXdhq8Vs2C0aXEkizhXhcSNA7wIHikGQPqD9o34u+FdN+AfxC/tKbUdRXR9CZ9b0rQ1jvNbtIbmJ1TFvkkSOu/ZvGG2k8gGp/5c863/4Cf6suP8VQf9au/wB2hn/s2ftsWf7S2n6jfQ/D34seBdL0u28+4vfG3ht9AjBGDsQTOHk+XLb41aMBT8+SoLbX9uzwvF428C6Tqml+JNB0/wCJ0hg8Ja5fQwf2Zr83km4jhRopnkhkkhVnRbiOIuFIGW+WvPNZ8Y6x8Kv24fhP8MLW81jxX4P+Jfg7XrjxJZa063b2DWP2LyrwgjESzG5eB4UVYSShVFIbdzmreEvhr8Zvi58JdO0/UvC/hf4UfBPXoX8K6Np00Ucmv64kclnbCCGMkrZ2qzSYIH7x8t8sUW+St5JL7vJNpv8ADRGcW/ZuUu34tJpenc+1Ac0UDgUUFnlv7U/7W/hn9kD4cTeKfFdr4iuNMieJM6VpM15gyTRQqHkUeVFl5kA82RN3OM4NdN8Qviza/D250m0azvtW1bXZnt9O0yxMQubwpGZJCpmeONVRFLMWcDoMliFPz7/wWqYL/wAE2fH27au660UZ+us2Pf8AMcetT/8ABQv4Sr+0r4z+F/w70zXNY8CeMpri/wDE2g+NdMuGivPDb2McUcogXIS4knW78toJd0bQ+czK2wAxzPlv5/5DWrt5M9Vg/ax0OfSJv+JbrUXiCHWz4c/4R2RIU1JtQ8j7V5AJlEBzbETiQSmPy+d+cgSfAj9qnQfjz4k8XeH7Wz1fQvFngO9jsvEGg6vFHHfaa0sYlgkJikkikimjO9JIpHUgEEhlZR83/s0vD8N/AXjWx/aI0jwf4k8Y/CDxnBqsfi+2tfMXxVqVxZR/Y9QhimJa21AwzLbmFG2RfIsREWwL2/7JWk+F/A/xH+MXxU8UeLvDLeNvGw0/U/EsdtqMUmneEtLtopYNPs3uAfLLRok7Sysw3SO5AWMR1cY9+iT/AAX/AAX9xHM7adX+rO1/aE/bp0v9nj4n6X4Sl8A/FrxnqWqWYvVl8I+FZ9ZtrVWkaNFuJIjiAsyNhpdqYU5YYOOy8VfHxPDU2k6fD4b8Qav4m1iwbU18P2clmt9bwJ5YleRpbiO3Gx5UQgTEsxO3cFZhwPimHQfiZ8fvGkdrrHjvw7qnh3wrY+dqVmws9JKztdy29xFPjM0sRWQsjkwYZdyufu+V/s4/tO2fxB/Y6+DPxv8AG/hXw0/xy8WeFWsNGkuY4rGe6MxVpXEzDNtZSCKG5kPREZQqs5RHlN8vo9fney/Ar7du6/JK7v8AM+kv2dP2kvDP7Ufw4XxR4VuLiSzS7uNNvLa7hMF5pl7bStDc2lxGfuSxSoysASDgFSylWPfZJNeA/wDBPj4PeG/gp8GtW03RfE1r401jVPEeoa34p1q0P+j3+tXkgurtoQCVEStKqKqs20IFYlgxr309TVPp6L77a/ImN9fV/dfQfRRRQUFFFFAHnOqfsoeB9d+LHiHxpqGkvfa14ng0GG+E9zI9uTot7Pf6dIkedqPFcztJlcbiqZBwc8j49/Yrh8bfBPx54dt/FuteG/E/xHjmTWvFGk21ut1IZEkTy44ZkkiW3RZpAsOCQZHkLmeSSZ/dKb5Yz3oA8v079ir4WxXng3UNS8D+GfEWveAdGg0LRNb1jS7e81KytYlVVVJmTKk7QSU28k9ASK4XxL/wTf8ACviXwnYWNv4q8eeHdV0bx3q/xA03W9E1GO11CwvtTlvWuI1LRNG8Jjv5otkkbnYRkkjNfRlIEwaAPJP2W/2OdC/ZUfxdd2HiLxt4u13x5qq6xrmseJ9WN/eXs6QxwRgBVSGJEhijjCxRp8qKDnauOb+HP/KU34yf9kq8B/8Ap38Z19AV8/8Aw5/5Sm/GT/slXgP/ANO/jOgD1L4t/AHwL8ftAXSfHng3wr420uNt6Wev6TBqVurcchJkZc8dcZpk/wCz74Im+Et94CXwr4fh8E6laS2FzoUFhFDp8tvKCJYjAihNrhmyAOcmuxopcqtboHVPsc/4g+FXhvxX4I/4RvVND0vUPD/lxxDT7i2SS2VYypjAQjA2FVKkcqVBGCAaq+Hfgh4S8KeH9Q0ux0DTUsdYBXUY5YvOOogps/fs+5pvk+X94W+XjpXVUUxJJKyOJ8Ffs4eBfh3e6pdaN4X0ezutat0tL64+ziSa6t03bLd3fLGFd7bYs7F3NhRk50LH4M+EdL+GcPgu18L+Hrbwdb2i2EWhRabCmmRW6jCwrbhfKEYwMIF2jHSumoot0H1v/X9aHnfh79kf4XeDvAI8K6F8PfBfh7w2tyLxNN0jRrfT7eKcAgTIkKKElAJw64YZ610Xw7+Evhv4SaDJpnhnRdP0OxmuJLuaOzhEf2ieQ5kmkI5kkc8s7Esx5JJroqKA6WCsPxx8OND+JOjrY65ptvqVtHIJohICGgkAIDxuMMjgMRuUg4J55NblFAHGr+zz4D/4Vn/whbeDfDE3g8ks2iy6ZDJYSMX8ws0LKUZjIS5ZgSWJYknmqvg79lr4afDr4e3nhHw98PfBGg+FNQXZdaLp2hWtrp1yvYPbpGI2HHQqa7yigDz/AOH37KPwv+EnhbVtD8J/DnwL4X0XXo3i1PT9J0C0srXUkcOGWaKKNVkBEj5DAg729Tm5rX7O/gfX/DehaPceF9Hj03wvClvosNtbLa/2NEiCNY7Ux7WgQIqptjKjaAvTiu0ooA47VP2fvBWs+C7Hw7P4Y0X+xtLm+0WNslqka2MuWPmw7QDHJ87/ADphvnbn5jnZ8FfD7Rfhzoa6boWmWelWIdpTFbRBA8jHLSNjlnY8szZLHkkmtiigAIyK8++OH7Jnwt/acTT1+JXw38B/EJdILmxHibw/aasLIvtD+ULiN/L3bVztxnAz0r0GiiwHnPhr9kH4V+Cfhqng3Qfh34K8P+FIbs6hFpOkaNb6fZ291/z8RxwoixzDqJUw4IyCDU2v/sp/DTxf8NLrwbrngPwj4g8J31wt5d6Tq2kwahZ3s4IImmjmVlllyqnzJAzkqCSSAa9Aoo3A8p+HX7CnwT+D+ja9pvhL4P8Awv8AC2neKrQ2Gt2mkeFLCxg1m2KsphuUiiVZoyHYbHBGGYY5Oek8Tfs++CvF+naPa33hvSmh8Owm20ryYRbvpkJVUMUDx7WijKoilEIUqqgggDHZUUeYGDJ8LPDU3gb/AIRd/D+iyeGTB9lOktZRNYtD/wA8zCV2bP8AZxiqPwl+A/gn4BeG20XwL4Q8MeC9HaQytY6DpUGm2xc8FvLhRV3H1xniusooAAMV5x8b/wBjz4S/tM3en3HxI+GHw9+IE+kq6WMniTw5Z6s9mrkFxGbiNygYquduM7R6CvR6KLAcH4d/Zc+G3g34YweCtD8BeD9B8IWlwt3b6LpekW9lY2s6yeas0cMSKkcqygSB1AYONwIbmr1v8BPBcHgW88MN4X0O58O6jK897p91Zx3MF9K773kmWQN5ru/zM77mZuSSea66igDz/wAEfsn/AAu+Gfw/1bwn4b+HHgPw/wCFdfhe21PRtN8P2lrp+owurK8U0EcYjkRldwVZSCHYHqa0PEv7P/gvxbpml2d94Z0drbQ7VrDTkitlh+wWzKqPbxFMFIWRERolIR1UKyleK7CijrcDjfHf7Ovw/wDil4BtfCvifwP4Q8SeF7GNYrbR9U0a3vLC3RV2KqQSI0aqqHaAAAF4HHFanw++F/hv4S+F4ND8K6Do3hnRbXPk2GlWUVnaxZ67Y41VVz7Ct6igBNlea/G39jD4P/tL6zZ6l8SPhX8N/iBqGnwm3tLnxJ4ZstWmtYiSxjjeeJ2VdxJwCBk5r0uiiwHn+n/sp/DbQ/h7pXhPS/A/hfQ/Degu8mladpGnRadb6UzsXdrZYAnkFmZiTHt3bmznJrT0z4D+DdE+F1x4JsvC+h2fg+8tZrKbRreyjisZYJgwmjaJQFIk3vu4+YsxOcmutooeqafUNtjldW+CHg/xB8LF8Daj4Z0HUvBq2kNgNDvLCK40828QURwmB1KFF2JhSMDaPSoviP8AATwf8XpbWTxN4d0vW5LOOSGKS6gDOIpNvmQlurRPtXdGco21cg4GOvoo3d2EdFZbHK+Kfgh4T8Z6fpdrqGg6fLFoaGPTTHH5MmnIyeWyQumGiVo/kZUIDJ8pBXitrwx4T0zwV4fs9J0fT7PStL02Fbe0s7OBILe1iUYVI0UBVUDgADAFaFFACbeK5b4j/BLwn8Xfsn/CS6Dp2sNY+Z9nkuIsyQrIAJUVhhgkigB0ztcABgRXVUUAcX47/Zy+H/xS+Htr4R8TeB/B/iLwrZIsdvo2qaNbXmn26KuxVSCRDGoC/KAFwBx0pI/2cfANv8ItQ+H9v4N8MWfgfVLWaxu9AtdMht9NngmUpLEYEUJtdSQRjkGu1ooeqs+oLSzXTbyOe8T/AAl8L+N/h7J4S1rw7oeteFp4FtZdHv7GK6sZYlxtjaF1KMo2jAIwMD0o8UfCfw3418VeHtc1bRdN1HWPCdxLdaNeTwK82mSywvBI8TEZQtE7qcdQ30roaKOtwWisjF8dfDfw/wDFHwrd6F4m0PSfEeiagoS60/VLOO8tblQcgPHICrAHkAgjNV/hp8JPC3wX8JW/h/wd4b0HwnoNr/qNO0bT4bG0h/3YolVF6DoO1dFRQtNg33CmNCHHPT0p9FAHF+EP2dfA3gHxLNrGjeFdF0/VJoWtftMVsvmQwMQzQxk/6qJmAYxptQsASCea4vwZ/wAE4f2e/hx42sfE3h34FfBzQPEmmXH2qz1XTfBem2t9aTc/vI5o4Q6NyfmUg817RRQHSxwutfsy+APEnjSHxBqHhLQ73VobyPUlmmtVdftkfEd0UI2G4QYCykb1wMMMCtq0+FPhmx1/X9Wh8P6HFq3iuKGDW71LCJbjWI4UZIkuZAu6ZUV3VQ5IUOwGATXQUUBdnF+DP2d/A/w9u9SuNH8L6NZ3GsW62d7MLZXluLZQQluztljCu5tsWdi7iAoBrjfhz/wTp/Z/+D/jWx8S+Efgd8H/AAt4i0ti9lqmkeDNNsb20YqVLRzRQq6EqxGQQcEjoTXs1FC02DfcBxRRRQBxvxe/Z18AftBaXBY+PvBHhHxvY2rF4bfX9Ht9SihJKklVmRguSqk467RS6n+z54I1bwVp3hyTwroMehaPIJtOsreyjt4tNkG7EluEA8lxvf5o9p+ZueTXY0UAeceMv2PvhT8Sfh9D4T8TfDfwP4o8L293/aCaVrWh22o2f2rBBuDHMjK0x3NmQgud7c8mq3gj9iP4NfDLwB4g8J+G/hN8NPD3hbxYnla5o2m+GLG00/WVwV23MEcQjmG0kYdSMEjvXqFFHfzA4vx5+zn4F+J9rb2/iDwrouqW9vbfYlhmtl8trbvbOowHgPBMTgoSAdvArH+Mf7GPwh/aJOl/8LA+Fnw58df2HE0Gm/8ACQ+GrLVP7PjbGUh8+J/LU7VyFwDtHoK9MoosBy/wo+CnhD4D+C7fw34H8L+HvBvh21d3g0vQ9Nh06yhZ2LuVhhVUUsxJJA5JJOSa6jHFFFABRRRQAUUUUAeTfGT9quH4LfEE6BqHhXxFNHd6BcazpusxRBtJuriCWKJtPklXdJDcHz4pF3RlGiEzhsQyAec+Ef8AgqZ4P1b4QeFPEN9ousXGs694Dk8d3+j+GyuuNokUNvZz3FrNIvllZkW+tseYkYbzAeBXiH7aaaW/7RXxD0/Q7O68SQsvhJNe8P8Ail5z4dg1fX9YHh+wvrSJ4yEItZNRkmeEPHJJFatjzEfPiPhX4Py/Df4VaZoieC7WPVfCPwl+IHhfU7n4czxaSmonS9RsNLi1C982WAyGUWMjEZkLHcQv3goB+mOgftZ+DdZ+HnhPxJcXGo6Ta+MtGtdcsbe9sJRcpBcRrIgkVAwRwGAZcnB9etcXoH/BQrwlrf7RnijwO2yHTfDvh7StaTVh9pd7uW9uNQhNv5H2cbPLWwD7zIQ/ngBRtJPkHxn1e40z9jD9k1YtS8RafbX2teGre+Gj63LpFze250W5Z4DcRzQkK+0ZDSKpwCSOtfLfi34teIvgx8afEmseII/FVivgNrbUvEGsP8XbfS7jxZ4bmmvIdCsL25uNZe3t3juJNXkma3wzNBbhBGty+wA/Tr4B/tT+GP2kbvxRD4ct/FEP/CJ6idNuX1fQLzSo7tsZE1s1xGguIThgJI8jKnsQTw/w5/5Sm/GT/slXgP8A9O/jOsH/AIJGajLr37Emm6nNq2va29/4o8USJdaxrU2sXHlJr+oQwILiWWUsiQxRoNrleMgkkk73w5/5Sm/GT/slXgP/ANO/jOgD0b46/tKeBv2ZPBNx4i8feJ9H8L6PaxPMZryfDSqgy/lxrl5WGR8qKzc9K0viD8Y/Dvws8P2mp67qSWdtqFzFZWarG8099cSf6uGCKNWkmkbkhEUthScYBI8D/wCC0sZb/glb8cht3f8AFLzk5H+0v6itD9qn4G6947+J/wCz/wCPtEU6p/wqzxFcahfaILiKGTUoLvS7myMkLSskZmhaZZAHZQyCUAhsAzr+KHLRJ+UvwSse3fDr4u6D8V9LurvQbz7Ymn3clhewvE9vc2Fwm3dDNDIqyRSBWVtrqDtdWGQyk5vhv9o/wT4vtPGNzpviLT7q1+H+oy6R4gnVj5WmXcUMU0kTuRtLLHNGTtJwW2n5gQPjH4FfF/xV4d/bE/a4ujonibTbHxB4p8M6TZHT9Kn1p9FuP7CRru4lSzSYeatutu2BuTe0CM3Jw/8AYD8BeAvj5pv7Uvw7urPxVaeHLj4oNOc2+p6LPCkOm6M8bC7KxSRziWJWI3iU9WGGySLbk1/d5vn7v4e8TJ8qXnK34N/ofYvw9/aa8G/E/wAdaj4X0vUrqHxPpVpHf3Oj6npl1pd+LWRiqXKwXMUbvCXUp5qAoGBUsGGK2viB8WNF+GUFu2qSXrTXhYW1pYWFxqF5c7Bucx29ujyuFHLFVIXIz1GfnnwB8OG+OH7fum/G2S5j03wv4b8K3nhDwjC8m258Vm4nhuLu/wBpwfsyfZo0h4Jk3SS8IYy3q3xx8OeE/CXizQ/ihrUetSa54RtbzTdKt9OvJ91+b4xBrYWiMI7mSR4YggdW2uA2VwWA7qMXLfr97t9+npfuh7ycf66X+53Re8OftYeAfGHw80/xVpPiCHVNG1S9k0y1NpbzT3U15GZBLai1RDP9oj8qXzITGJI/Kfcq7GxsfCP47eFvjrpOoXnhfVBqC6PfSaXqMElvLa3Wm3cYUvBPBMqSwyAOjbXRTtdTjDAn5Z/Zx+AnhH4H2LWfxK1TwHH8XPil8TNU8d6HpN8qX0Xh3XZbQypbWqBkaSW3sgGd1KFy8jgqHWtH/gmTqOm6R8aP2kvCOoRzS/FDR/G8WqeM9Sj/AOPDV2vrCF7GW0QjMMK2sccfkO0jxtE2ZJdwdqhq3f8Alv8AP3dPld/gTO6s/O3y1s/nb5an2HXm/wC0t+1v8O/2OvAlr4n+Jniex8IeH7y/TTI7+8SRoftDo7qjFFbaCsbnc2FG3kivSK8h/aFv9N1L4pfC3w+vi+38L+JrzWLzUNKh+wfa7jU44NOuYrlIicxxOkdyHDyBl4xtYnAmTsWjb8J/tWfD/wAafB+Px/Z+JbGDwbcNtg1fUFk0+2uPm2q0bTqm9WbhWXIc/dJq54S/aM8G+OvgtpPxE0nWob7wfrlnDfadqEcMuL6KYgRGKPb5jtIWUIoXcxZQASQK8p/Zh/aR1b41v8cPCWuRR3GqfCTxRP4a/tKKERx6tA9hb3kEhUfKsyx3KxyBQFLR7gqhwo82/wCCb3ws8L/Fb/gjx+z0vi2W6tdJ8P8AhvRfEAuINTl0/wCyzWey4jkaWKRW2BlBKlirLkNkHFOOvNLp7jv5STf6X+dmRd3st9dPNM+nvhb+0Z4R+Muu65pOg6lNJrXhmSNNV0u+sbjTtQsPMBaJ5Le4jjlCSAMUfbsfa21jg40PiB8YdD+GK241R9RkuLsO8FppumXOp3kyJje629tHJKyruQMwXCl0BI3DPgv7O/wtuvHP7cPjL47aox0SLxN4WtPCnhbRJf3V7d6XZ3MlxLqNxEcMrST3SrGhGY4ghfDylE9I+NOj+Ffhv47svileWuuX/i3TtKn8OaTp9hfz7tY+0yRyC1S1DiGSVpIl2u6/u13sWVVZlXNaKctP60+/QreTUf62v+v3djD+Jn/BTL4G/CD4UeFfHOv/ABB0y18J+NLuSw0fUYbe4uo7q4jVzJEVijZ42TynVhIFKsu04biug/Zo/ba+GP7YttrE3w08VW/iqHw/JFFqDwW08ItmlUtGD5sa53KpPGeK8R+AngLTf+Cb/wCx18R/iF44u9L1LxJo974j8f8AiWPT5RJBo9zft/aM+nW7N820KIEDMFMhAfChwo+gP2bfC1x4f+E+m3mrHzfEniONdY1ycn/XX0yKZceiIAsSD+GOJF7VUevN2Xyb/NaPXToTKW1u7+aT38unoeiA5FQzXiW0LSSssccYLOzNgKBzk+2OSe1TDpXj/wC0t8QLe31PSfCd7p/iyTQ9Wje61i70rw7qOpRNbIQPshe1hkCtMxAYEg+Usgxl1NTJ2WhaNfR/2ufh74h+D+j+PtP8R2+oeE/EVwtppF7awTTNq0zStCsdvCqGWZmdG2iNG3KpYZXmtXQf2gvB/iLwnquuRa9Y2ul6DctZ6pNfsbE6XOu3dFcpMEaB8Oh2yBSVkQgYZSfzQ/Yi8cr4i8C/8E+ba1i1SHRbbxJ4rW6+06dc2cL3f9laq1sVMqIJf3bzHem5R8wz1A+sv2R57pv+ClX7W8CtIdJWfwjKg58tbttIYTY7bjEtqDjsFz6Vpy6y8r/pv97/AAF1S+f4v/L8z6D+Dnx08K/tBeBIPE/gzWLbxB4furi5tYL63DCKaS3nkt5gu4AkLLFIuQMNtyCQQad4/wDjXoPwzvYLXVJtQkvLmCW6itNP0261K6eGPaHl8m2jkk2KXQFiu3LqM5OK+ef+CNDD/hhexHceLvFa8Af9DHqWenHvz69O1ekfF5PDHiL4zHTfC+reAdO+P2n+F7i50m41fTvt99ZaTNOiSPsSWKUQPPFGCQ+3cg+VsbazlKz+X6f18gtq0+7X42Oitf2ufh3qfgTwv4k0/wAS2uraT42YpoDaZBNfz6wwV3dYIIUaaRkWORnVUJjEbl9oU46j4c/FLQ/i14aj1jw7fw6lp0kksBkQFGilicxyxSIwDxypIro0bqGRkZWAIxX54/8ABPj4a2PiDRf2e/iF8ONG1q40n4QxeMfAXibw5d6lbyah/aU16n2y/hmkMEFxm7tZGLII8x3QIVShjHs//BJq71zVNd/aWu9VtJLGxuPjLqx063MiyLFGLSxWZQykqSLgSh9hK+YJACcZNpXly+Tf3SSXrdNMmTtb1t+D+53VrH2LurmfiD8YND+GK241R9RkuLxXeC003TLnU7yZExvdbe2jklZVLIGYLhS6AkbhnpcqGryn406N4W+G/jux+Kd5a67qHi7TtLn8OaTp+n302dY+0yxyi1W1DiGSVniUh3X92u9iyoCwzlLb+v6u9C4mnp37Wfw91n4UaX42sfE1jqXhrXLhbPTrmySS5kvrlpGi+zRQopmecOrqYVQyKUcFRtbGlpH7Qvg/WfBOs+Il1y1tdH8NyywavNfK9k2lSRqrOlxHMqSQsFZGw6glXRhkMpPwL4M/Z91j9mf9oz9l/Sdc1Oyv9U8X/Fbxt4x8UW1jJ5mn6TrF/o1/dR2cfGT5UUzhWYBmO6TCh9tee/tkal4nl/bz+I2h6LKI/D+ufG74WW2piZDJaCRtPkkYyIOGPmQ6aSpI3bYgcZFOTs4ru0vS7ivmtX+Au/km/VLm+69r+R+n3w3+Pvhf4sa5qml6LfXEmqaLFbz31jd2FxY3VrFPvMMjRTxo+yTy5NrAbT5bAHINHxB+PPhn4Y65ZaXql5dNquoQS3cFjYadc6jdtBEVEkxit45HWJWdFLsAu51XOSAfH/gr8YLrT/2+fiV8K9UgtdWvtP8AC2i+J7bxIbGC31C5tbia8t/sl20KIshilt5HjYKoCTkbcqXfm/h1d3Un/BZ74qRX3meXB8K/DJ0wN3ibUtY+0FM8keYse4+yego5k5Rts7/gn+qB6KT7W/Fpfk7n0JqP7QPg/T/h1pfiz+3rG60HXfI/su6tCbr+1WnGYUt0jDPM7jkJGrMRkgcVa+GHxj8O/GPSLy+8O6gNQh069l028UwyQTWd1EcSQSxSKrxyLkZV1BwQehFfll+xJ/wlni346fss6IuoTad4Ygvvizf6fceWsrQeTr0kFu8IlDJ5otZnjQsrBY5pMCvu39gv42zfFNvi3oV5pem2uqfDf4gX/hu81Gxs1tU11hDb3SXciKMee0VzGkpHDSRuwCAqi1H3rPum7dUlK2pM3yvl7O3ro3p91/wPoctiuU8ffGzw/wDDS+htdUmv5Ly5gkuorTT9MutSunhj2iSTybaOSTYpdAWK7cuozk4rqjtxXi/xZTwv4i+NDaZ4X1bwDpvx90/wvcXOk3Or6b/aF9ZaTNOiSv5aSRSiF544gSHxuQfK2CtRKVvx/L+r+Ra/r70dNYftVeBdc+HWheKtI1o+INF8TRNNpUmjWVxqc1+i53mOC3jeZthBV/k+RvlbaeKk8MftTfD3xf8AClfHFl4u0MeFPPe1fUbm4FrHBcJIYpLeUSbWjnSRWjaJwHV1KlQ3FfJP/BN+X4S6L+x18P8Ax3pWleLtN1T4Rz+IPBa6c2qyXNzfatLqLRahD5cPlxXrz3cO+MmJQN6sFj2/L65+xL+zrqHwE+EfxOuvEV3p7+LviP4q1Txnr2l2c4nt9CuL2OMpYhujmOBYNzlR5js7gYYUq0uSM5L7Kv5bq33rX8BR1svO3+f3M90+E3xe8O/HX4aaJ4x8JalDrXhnxJapfabfxI6R3UDjKuAwDAH3ArK+LH7SHhP4Kx3Da9d6gn2O0OoXQsNJvNSaytgWBnnFtFIYYvkf55AqkRuQTsbHjP8AwRpK/wDDqr4A5P8AzJdgD7Hyh0z7mur+OOi6f8JPE/iTxR4T0m8134qfEjTbfQ7DSpdTuPsN21sJfLmliLGK3gh88tNOqBtoRRudo0bTFRdKcow1Sb9fIKPvq78vTodtrH7UPgfSdP8ADtxHrkerr4utG1DRI9Gt5tWm1S1VFdrmGK1SSR4AHjzKF2AyICcuoPTeBPiDo3xO8I6fr3h/UrPWNG1SET2t5ayiSKZD3BH45B5BGDzXxT+yL+wZqn7DnxU+F2qaDfT/ABM0Pwz8LJvh7fLYXNrDcWt9BqX2uW6ijmljQQSStNCyK5aIxQLgruK9h/wRVudcvv2Rteutai+zwXnxE8XT6XGknmQraNrt6yiJv4ot5k2kYBHQYxRpf7/wla3q1qTdr70vvV7/ACtY+vt3Fcz49+MXh/4Z3Nhb6xeTR3mrSPFY2draTXt5esi7n8qCFHlcIvLFVIUEZIrqK+JbrTvFXjj/AILYeLbFdYn0HS9F+EGmPpV1DbxTzRm41W8E/lCZHjCu9vB5h27iIIgMdanm9+Me9/wTf6FPSDl2t+LS/U+lE/ay8AT+C/DfiC28Qw6hpvjGRodEFhbz3l1qsiK7SJDbxI0ztGschcBMxiNy20Kcc58W/wDgoX8H/gT8J9H8c+LPGVrpPhbXdUfRLS9NnczH7aizF7eSKONpYpENvMrLIqlHQqwDcV8zfsv3WvftL63+z/8AHvSfDVhHD4JtvF/grWvDGi+RZw+ab1bZtRsI5pETy2m03JRn3iO6zucqd139gTx/H8N/DP7WHxJ8caeum6H4P+KXiHW7Pc4f7BbQ6bZm72sCULB45w5UkeZ5oDGplJJO7tZOXfRSSt53TuHvaKKvdpfNp3+5qx9M/szft1/Cr9sa61iH4a+LrXxVJ4fETaiILW4h+y+bu8vJljQHdsfpn7pzitz4t/tPeDPgZDeS+JtQvbOHTLUXuoTW+lXd9Dplud3765kt4nS3jwjnfKVXCMc4UkZP7IVrcat8EdF8XapH/wAVJ4+tLfxDq7ZyUmnhR1gU/wDPOCMrCg/ux5OWYk8T+0b4HtfAcfjxfA+n3GrfFH42WSadHZXmozSaaGgtzbi+miLNHb28EcimVkQNLiOPDO8Yqq14aLf9Qo2nr07+R6t4r/aH8J+D9I0++lvrrU7fVbQ6hZjRNNutZlubUBSbhY7SOVzF86fvANuXUZyQK1Phn8V/D3xm8A6X4o8KatYeIPD2tQi4sb+xmE0NwmSCQw7hgQR1UqQQCCK+dPg7+z74L/YU+CPw9u9DuNc8deLPCfgq1+HeiR2mpSbfFBg+dEFsrm3D+YsjGVlPkReaSyormux/4J1fs4zfsofszWvhPUNasdc15tW1LWNclsHzZ22oX15NeT20A6rHE8/lqGAJChiAWIGllzSinez/AOG/DftsZqT5VKWm35a/j9/yZ75RRWP458XL4J8HaprD2Opakul2st0bTTbV7u7udik+XFEgLPI2MBVBJJxWbdkaGXd/G/wvZfGOz+H8mr2v/CZX2kz67DpSktM1jDNFA85wMKokmjQbiNx3YztbGL4a/aw8A+L/ABRZ6Tp+vxzzaleXGnWFz9lnSw1G6g3+db2920Yt55U8uXdHHIzDyZeP3b7fjnwf4x0/XP8AgrN4XF3H4vt/Enir4Wa5Hqlw3hbVbQwTzanpaxqvnW6bbeFFEaysFjygZjvY54n4ofC/x5+zf+xV+yf8J20eaTWvBPxU8LaOuuW95BJaavFb6g5kuLcJKZ90tqJZHWVF2r52ScDeUryjBv7Tt/5O43+Vl63FPR1Evsq//kql+N2vK3mfe/jL9rz4f/DzxDb6dretyab9o1KPR1v5tOuv7LW9kYJHbPfCL7KkrOyoEaUEuyp94gV6HLfrBE0khVI1GWZmxtGM818b/tjfswaL8R/gV4o+APg24utP03x1rTeKPG+tajqU11b+FLGW+W/upleZmWOWd43EEClUQs8pCohDdV/wWK8Ra34M/wCCVHxxvvC81wupW3hC7WKWFzvSJkCzOGHIIhaQ7h0xmpqS5aXP1/4C/C5dOLnVVNdfv3PZPBX7U3gX4ieLbHQ9H1xbrUNWtZ77Td1pPDBqtvA6JLNazOixXKK0iZaF3GGBzg5pvhH9qrwL478Q2Gl6XrguLjV5LiLTJmtLiGz1d7fPnLaXLoIbkqFckRO3CORkKxHyz8e/iXr/AOzr4i+H/gm2t7DX7zx58OPEtvoN1babDFc+F7zT9NguBHZyIob7HKm1Njl2DxQ5dhkDzy4nktf+CeX/AAT1fR9y3Z8UeBBEY8hvKbTJVuePe3afcfQntV3963nFffJq/wCBhzvlUu8ZS9LJO3zufpaKKRPuD6UtM1OS+I/xt8P/AAqMa6tJqkk80T3CWumaTd6rdmJCA8nkWsUkgjUsoLlcAsozkgHO0/8Aac8D678NtD8XaTr0OvaD4mAbSJ9Hgm1KTUuGYiGG3R5XKhHLgLlNjbtuDjnfjLp3h34S/EFvidFp2tax4+vNH/4RXSdJtNQnVdb/AHrTxwC33eRvEm9jcOn7qLzGZljDGvHf2Wv2RPCv7HvwE8J654y1yTWPF3gPVdd1i4k0O9nW1XUtauZJbrTobWJh9pUSTLFDFIjMzqjBVdsVEbuLf9b/AORUtGl/X9X/AFfQ+gvCv7U/gDxn8LdR8aWPibT28N6PPLaajdTh7d9OuIm2SW88UirLFOrlV8p1Em5lG3LDOj8Ofjp4Z+K+q6xp+iX00uqeH3ij1OwurKexvLEyp5kRkgnRJFDryrFcHnB4Ir83/jD8C/GPwx8e/DO+v7ux0vXPjp+0XaeK/Euixulxb+Go10ef+z7WUL8ss6ixgmZuUe5UYLKoY/Yf7M/xjubz9sn42fDHUrO1vNQ8HW2g6yniFbKG3utVtr+C4WOG7MSqjzQPayqrhVzG6DblSzXHWN+2nztFv839xnK6ly+V/lzNL8k/me0fFX4teH/gh8N9c8YeK9UttD8NeG7KXUNTv7k4itII1LO5xzwBwACScAAkgVwf7Qv7efwm/ZQ8N+G9Y+I3jTTfCOl+LpDFpV1fRzLFcsED4LBCEO1gfn256deK+e/+CxnxIs9Z/ZK+Oegatpvi6PSvDvgHVZoJo/DGo3FjqmoS2E3lMbqOBoBFAGUlmcKJXySphJPp3hLxPpPxJ8UfCGy0nxleeGPEY8IXt6mmzaFJHqN1Y7rKKSZRdIFgCTJEMyxMXWT5B/GJjK912a/X9F92ppJKPK+6l+HLb8/vPdvhz8S9J+K/grT/ABFoclxcaPq0Xn2c09pNaNPHnAcRzIrhT1DFQGUhhkEE72/2rwn9g39pfU/2mvhp4nm1y1t4dd8C+Mta8F39xaoY7bUpNPvHgF1GpJKCSMIzLk7XLqCQBXuSttP0FVe+q8rejM4vTXpe/qmTUUUUFBRRRQB4n8Rf2FvCvxd+LXjDxL4nvNU1qx8Y2nhW3n0WcxtZW58P6rc6palQVyySXFx+8RshlQjjcccXrf7Bmo6R8AviNpvge88IeDfHPxC0+507zv7Ha60XRrWZrqQWUECPC4iE17czNKCrPPM8hQR7IE+oKb5fPWgDw3xv+x9/wlfwt+C3hX+2LeS1+Fes6Xf3Utxabl1eGzsZrVoym7C+Z5ikglgBkHd0Lda/Ym0uX4xeOfFukNoGi3Xirwzo+h2K/wDCPWt0mmT2Nzqs5nKSArIsh1CNWQBDiDhwWG33Tyuf0pdtAHkH7DP7Oeqfsq/sx+H/AATrutWPiDXLG4v9Q1DULKx+w2s91e39zfSiGHe+yNXuWRQWJ2qMmuf+HP8AylN+Mn/ZKvAf/p38Z178I8D71eA/Dn/lKb8ZP+yVeA//AE7+M6AO8/aQ/Za8G/ta/DW88H+PLXV9U8Naghiu7Gy1y/0pLtDjKSm0miaRTj7rEr7VX8UfsmeEPFvhPwvpV0usyv4J1H+1tA1G41W4vtS0u78uWLzluLl5ZHby55U/eFwA/AG1SPTKKA/r79zlfhp8G9B+EPhmfSdBtXtba8uJby7leeSa6vriU5knmndmkklY9XZi2AoyAoA830P/AIJ0/Cvw54R+IOg2lj4wj0v4pyyz+J428ca48mpSyrGksgka8LxO6RRozRMjFF2ElSRXuVFFtb+VvkH/AA54L8Ef+Cafwj/Z58W3mueGdN8Yf2pfaZNo8k2seOdd1zZaysjSJGt9eTLEWMa/PGFfjhhSfED/AIJpfCT4mfDLwL4O1TTPFkXh34b25tvD9vpvjfXdLks0MYi+ea2vI5Z2EY275mdgGcAje2fe6KHrv/Vr2/NgtNUeMfDz9gb4b/CPwFb+H/DNl4g0qOz1OXWbXUX8R6jf6rbXcsQhklF5dTyzsGiVUMbu0ZVQpQgYrrPgt+zj4V+ASa9J4ds5o9S8Vag2ra5qd3cPdX2r3ZRY/Nmlclm2oioijCRqoVFVRiu7oo63+X9fcvuDpYK5v4gfC7T/AIiw2rXNxqVhfae7SWl/p9y1tdWxYYYB1+8rDGUcMh2qSuVGOkooA838Pfsn+C/Cnwu1Twhp1trFjpeuXkuo6ncWut3trqWpXUrB5Z5r2KVbhpHIAY+YMqAn3AFHK6f/AME5fhTpP7MR+Ddrpviy3+HYWCOPTI/GuuLJbRwsrRxRXP2z7RFGCqny0kVCRypr3KilyqzXf9NgPC/g5/wTi+E/wHg8UR+HtL8VMfGOmNo+qSav411vWppLVgwaOOS9u5mgzuOWhKMcKc5VcM+K/wDwTb+E/wAavC/gnRte0/xeunfDvTV0nQI9M8c67pLWlusccQDva3kTzvsiQeZMXk4PzcnPu9FDV3d/1bYNtjxH/h3l8LV/ZT8QfBVdH1Vvh94oini1K1uddv768uvOcPIWvLiaS4YkgYLSHAAUYUAV7NZabFp9pHDEu2OFQiD0AGBViim9dw/4L+/f7wrN8T+FLbxd4cu9LupL6G2vYzHI9lezWNwoJySk0DpLGx/vIyn3rSoosB4r4B/4J+/DD4W/CHQ/A/h/SdYsfD/hfUk1nQ1m8QajfXGiXiFysttPczySxcySAorbHWSRXVld1brPCX7N/hvwX4a8RabZf2tHJ4vvH1HW9Rj1O4g1LUrplRDO1zE6SIwSONFEZRUSNEUKqhR31FH6/wDA/wAl9wHjfwz/AGCfhn8Ifgp4j+HWg6b4ih8G+K4Lu31HTrrxXq98GW7aVrnypJ7l5IGkaeVmaFkYs+7OQCNzU/2WvDM9ppK6dLrnh+80XS4tEt77S9Vngu2sYxhLeSQsWlVeSrSbnVizKwZmJ9IoosB4zpv7BHwz8MeGvBemeH9Dk8NL8PReDQLrTbmSO8sPtgIvCJmLOzz5JeRiZGYlt24k16J8NfhZofwg8G2fh/w5YQ6XpNiGMUCFnJZ3aSSR3YlpJHdmd3clnd2ZizMTXRUUBYMc14/+0t+wr8O/2udT0S88cW/iy4uPDqzJp7aR4y1nQRCJdvmZFhdQBydijLgkAYGASD7BRS5UB474R/YM+GfgL4VaT4O0fSNUttL0HWB4h024uNcvr/UrLUQSRdLeXM0lwz4ZkO+RlaNmjYGMlDov+x14Du/AWveH73S5tQg8Uamut6teXFzJ9vvdQQxNHefaFIeOaMwQ+W0ZXyhDGqBFQKPUaKfW/wDXT/Jfcg/r+vvZ5fafsgeCf+Ea8aabf2upaxJ8RrP+zvEmoXmpT/2hqluInhWHz0ZXhjSORwiwmMIZHZQGZmM2q/so+ErufQrmxTVdD1Lw5ox8O2WoadqM0V4NOPlg2skpYmVT5akNJukRsujo5LV6VRR5/wBdg/r+vuR5jdfsh+B18D+D9B03TJPD9t8Pcf8ACM3GlTvbXWi/umhbypQSxDxsyurllkyd4aui+E3wV8PfBHwxJpPhuzazt7q8m1G7llmee5v7qZy81xPK5LySuxJLMT2AwoAHWUUdb9w6WEK5FcT8QPgHovxA16PWDc6xoutx2v2A6jpF89ncSW24t5LlTtdAWYruBKFmKFSST29FAHz74u/4Je/Bnxn8NPCHg+40HxFpvh3wK08ujWuieMNZ0QwSzkmaaR7K7heeV2Z2aSZncmRzn52z03wz/Yh+H/wf+DWpeA/Dtv4p0/w/rF299eN/wl2rzajPM4RWY38l013ysaLjzsBVxjGa9copNXVmB4v4Y/4J+/C/wd+zJcfByw0rXl+HNxbR2f8AZM3inVbgwQRsrJFDPJctPCgKj5YpFFU/2g/+Ccfwr/ah+IkfirxhaeNZ9chsl05JdK8e6/okSwKzME8myvYYvvOxLbNxJ5JwK90opvWXM9w6W6HjNl+wV8OtBtfDMei2Ws6DN4T0Wbw3YXtjrN2uoDTJnSSa2e6aRp28ySONzKX87cmRICST6f4H8B6R8NfCGm6BoOn2uk6NpEC2tnZ20eyK3jUYVVHtj6/jWvRR/X6/m2KyG7eK4X4k/s6+Hvib4usfEVw+raT4i0+0m06LVdIv5LG8NnMyNLbM8ZBaNmjRgDkoyhkKNzXeUUWGeTXv7FHw/wD7J8EWul6TJ4eb4cw3Ft4cudLnaG50uG4QR3KJIcn96ow7n5ySTuDEmr/iL9krwL4j/Zu1z4SvpBt/A3iLTLvSb6yguJUkmiug4uGM24ytLIZHdpWYuzuzFixJr0qilKKlfm67hHRprpscL48/Zw8I/E74G3Hw31zTri68H3VlFp0llFf3FrIYItuxRNC6TLjYvKuDx161578ef+CaHwm/aV+J1x4w8W2fjmbXrq0isJZdM+IHiDR4TBHuKIILO9hhA+dicJyWJPJJPvlFN6vme4opKPKtj5/+Jf8AwTF+D/xb0jwdYaxpnjKO08A6SNE0OPS/Hmv6T9ktAEXaxtb2IyuRGmZJS8jbFyxwK9M+A/7P/hf9mn4ZWPg/wfaXtjoOmvLJBFd6ldalPulleV2e4upJJpGLuxy7sefTArtKKNrrvv8AmHKtPIBwKjaDcf8A63WpKKBnl2o/sc+BNW/aLtfixcWviFvHVjYvpkF4vifVFto7R2R3gFoLgWvls0aMV8rBZQSM81D8Kv2LPAHwbvtDk0XS7hbfwo1y3h+xnupJbPQDcFjMbaEnYrv5kg8wgyBZHUMFZlPq9FJKyt/W9/zA+aPGP/BI34IeP/H+r+JtX0rx3d6rr2oNqmor/wALH8SR2d3OxGd1qt+LfZgKvliMR7VC7dvy167H+zb4N/4SnxvrE2kC8vPiRY2+m+I0u7ma5tdStoIpYo4vs8jtDGvlzSK3lou8N8+7Ax3VFP7PL07dB3d+bqeZfDb9kvwj8L/FNhrVmmralqmi6Y2i6TcatqM1+2j2DFGe2t/MY7FYxR7mOZHEaBnIVQK3gj9jTwL8P9V8OTafY3S2XguW4uPDWmS3TyWHh6WdHjle2iJwpMckiIG3CFJHSIRoxU+rUUC6WAcCiiigDxn9pP8AYG+Gv7WninSta8bWvi641LRLWSzspNH8a63oKxRSMHcFLC7gRizKpLMCx2KM4UAYviD/AIJifB/xL8GvDPgG50vxhH4Y8H3s+o6XDaeO9fs7qO5mMjSSy3UN6txO5MsgBmkcqHYDAJFfQFFCVlYDxHwH/wAE8fhX8NPhRfeDdJ0fWhpF/rEPiBpr7xJqWp6jDqMPl+TdR3t1cS3Mbx+THt2yADb0+Zt2vL+xf4E1L4feOPDup2Oo6tb/ABKjMXim9uNTuE1HWVMIgw9zG6SxhYgEVYWjVBnYFyc+r0Ub/wBf12X3BZfqcB8af2ZvCP7QvwXvfh74stNSvvCOpWf9n3lla6xe6e11blDGYZJreaOZkZCQylyG75qI/sxeHbTwroulabeeJ9J/4R22exsL63127k1CO3cgvC9xNI8kqHC4EhbbtUqVKqR6JRSsHbyOW+Evwa8O/AzwFZ+GfCumx6To9iZHSJZHlkkkkdpJZZJXZpJZZJGZ3kkZndmZmJJJrpxHzTqKYdbhRRRQAUUUUAUz4gsRrX9m/bLb+0TD9pFr5q+cYtwXzNmc7NxA3YxkiuB+Hn7V/hHx94U8eaxNPdeGrH4Z6zf6J4kk1xEs49Nks0SWWVpNxjMBglimEgcjZIM7WDKvkHxe+F3hv4q/8FUfA1t4n8O6H4js7X4U67LFFqmnxXkcUn9saMAwWRWAbBYZ6jn3r19/2NfhHLEVk+Ffw4ZWxkHw1ZkH8DHQB23hHxppHj/wvp2uaFqVjrWjavbpd2N9YzrcW15C4DLJHIpKurAggqSCK4/4Y/tOeHfi78ZviJ4J0W31ia8+GF1Z2Gsag1sBpz3dxbLdfZoZQx8yWKGSFpVwNnnxjktiuD/bG+FVr4T/AGXtUbwD8G/AfjrxN4dsntvC+iajZafa6bp0kzojTO0wWOK3iwJ5VTDOsJVQWxXxv+x54b+Ffwd0vQbTSfBfhv4hfDxfhp/wlN1rl/p3hsjxLrFxqciz6nJeyT4jSSTdH5bSeXENihUEYoA/S7wh8SPD3xBOqDQNc0fXDod/LpeojT7yO6+wXcWPNtpthPlzJuXdG2GG4ZHIrxn4cnH/AAVN+Mn/AGSrwH/6d/Gddb+yn8L9B8BfDG11DTfhT4Z+D+s+IkS61rRNHt7Fdk43L889mojuOpZZBztcZCkkDkvhz/ylN+Mn/ZKvAf8A6d/GdAHsvjL4k+H/AIdaWl94i1zSNBs5H8tZ9RvI7WN22ltoZ2AJ2gnA7A+lR3fxU8NWPglPE03iDRY/DckS3C6s19ELFomICuJt2zaSRhs4ORXGfGHwFa33xC0XxbpNvaap8RPC+l6hBoem3niO40yzuoLgwC485I0lEi5ihwzQybGxjGc1+fn7K2taRaaj+yV4E0fVtS1S1h+K3jefxhY3dv8AZ/7M8RWtpqd3LY+SryIkdtcXDNEFdlKxxuDuOaKfvf15/wCX4jlpFy9fyb/ry1P0vu/jT4P0/wAByeKrjxV4ct/DELBJNXl1KFLCNjIIgGnLeWD5hCYLfeIHXiodG+O3gnxHoWr6pp/i7wzf6b4fUyapd22qQSwaaoTzC07qxWIBPmy5HAz05r4nutDt/iT+1J+1j8N75fBl34cvfFPgLUbfSPE8qR6XqN3cQwPd27IyOrtNFYx4QRnzGyD1LDuIfFHhDwt4U+On7N9r4d+Gvw7bwr4RjvrZtPtYtB8NXtprEV1bwvJGFKWzC5hkikXMm4eW4zvMazq4u29tPPRMWzV/n89j6i8D/HTwX8Tb6W18N+LPDXiC5ggW6kh03VILqSOFiQspWNiQhIIDdCQR1Brb8Q+KNP8ACWh3eqare2um6bp8TT3V3dTLDBbRqMs7uxCqoAJJJAAFfNXwF1jwn+yn+1Dp/wAEdN+Hvw58Dv468OXPi7Tp/BejxaXZ3L2k0EN1bzRIo3SILqF0n4EitJlIyo3S/wDBYTwZpHiv/gmT8cptV0nTNUl0rwPrV1YyXdqkzWcwsZgJYiwJRx2ZefelVly0/aLs/wANH9zTLow56nI+6/E918e/HHwZ8KtB0/VfFHizw34b0vVp1trK91TUobO3u5WRpFSOSRgrMyIzAAkkKaPh58dPBfxcnuo/Cni7wz4mksQrXK6TqkF6bcNnaXEbNtzg4zjOD6V5n4o+FHw5+If7MfhXVPijoOg+I/DPgrR01p4Ncsor6xtzHZkNcNFKrIXSMyYYjIDN61V/YA+CPg/wX8KV8deG/BvhrwbffFKC3127s9G0qCwjtbd4w1palYVUExRP8x53SPK/G7A02lOL+zb8f+GZz06nNThNfaX/AA/6H0BWX4q8caP4F0g6hrmqafo9grBGub64S3hVicAF3IUEnoM5rUrzr4z/AA40rxf4m8I6w+2bxZ4RvLjUvDlpLrs+mQ3dw1rLBIJfKDebGIZXyGjkC8HaDzUSdjaKubN18d/BNj4Bh8WTeMPC8XhW4dY4tZfVYF0+Rmfy1UTl/LJL/KADy3HWpvD/AMaPB/i3Q9R1TSfFXhzVNN0d2jv7u01KGaCyZVDkSurFUIVlYhiMBgehr4K/Z1+HnhX4r/BP4o+Cdal8G6n401j42XF/4y8IeL1RdJt9QmeC7+wW0TCQXkP2RI54zsBuDvdkhYssfsvw5k+HnxHl+JH7Oeq+HdD8DW/wp1PQbqK28Kzt4d0++jupFvtPlt1gZGgY3Nu8bwqWyYwdzCQAEbuN/T53UW/Xd2+8mWkmu17/AHtfp+J9L+Cfip4Z+JdpcXHhvxBoviG3s5jb3EumX0V2lvIACUdo2IVgCDg4PIpfHXxR8N/C7R/7R8Ta/ovh3Tt4j+1apexWcO4gkDfIyrkgHjPY18r/ALLN3Bb/APBUH46HxZImifE7XPDWg3EHh+wlNxpsuhW73UUV/HcbUaeZriWaOTzIo2j2RoodcSN7b8XPDOk+APiVbfFzXPFGtafpvhPQLzSX0eOOKW0uzczQOJETy2na5LQpEiRMDIXVdrHAJzaKS/r+noVb33H+tbHd33xU8M6Z4Pt/ENx4h0O30C8RJLfU5L6JLOdX5QrKW2MG7EHmrHhTx1ovj3w9b6voOq6drelXgJgvLC5S5t5gCVO2RCVbBBBweCDXyH+xF+x1qHwo+C+h3viq2XS/GkHjbxD488IeE38Qzada6AmpPcMumS+RvSRY4LlmkQRSxpJIxUHAY63/AASbn0m10X40WLX0w8dN8TdX1HxpozRhINA1G58qVbe2IJ8y2Nv5DpNx5xaRykbF41cbuVvK/wCKX4Xtf/Mib5bf4rfnr87X/wCGPrwnFc/48+K/hf4W21nN4n8RaF4ch1Cf7Lavql/FZrczbS3loZGUM+1WbaMnCk9Aa3u4rwf9sH4EeH/2ifFXw/8ADuu6X8MfE0cF9d6idG8ZWkeoRzxLatGZ4bJ1P2honlTOGjCCTO8cKy5i0etaJ8VvDPibwfJ4h03xBomoeH4RIZNTtr+KazQRkiTMysUGwqwbngqc4qbwh8RdB+IOmveaDrWla3ZxyGF57C7juYkcAMVLISA2GBxnOCDX51/FL9qq5+N3xM+Anwl8OeGdJ8PWOh/F7V/B3ijRrVdujGXRdLmvbXbGoTdaHdbXggwMtCsRYEF69u8HftbeD/hB8R/j1pOq2/hfw38QtD8R6VbapqEl41ppviK4v9OjfT7pjNIfIC28LrLGGOxbR2BbcMnNo5dLaee1n87i1UlH7/LVr8Gj6u0vxfpet6rqNhZ6hZXd9o8iRX9vDOsktk7xrKiSqDmNmjdXAYAlWB6HNZfjn40eEfhheWFv4m8UeH/DtxqglNlHqmow2b3YiwZDGJGUvt3KTtzgMD0NfIv/AAS18V+FZP2nf2ptJ0Pxjovii6uPGenam01tqMNxJqAbw/pQnugqM37szuwyvyoSEGMAV6x+1J+zn4c/aR+OXg+x1zQ/hH4vPh/RdSuRpfjLTodWlsTJPZeXeQWTrkgNbvG0wdNhcY3E7aG/h/vJP70mEfPu/wAz2qD4p+GbrwOvieLxBoknhuSLz11Zb6I2LR5xvE27ZtzxnOM1Z8LeN9H8c6QuoaLqen6xp8jMqXVlcJcQuVOGAdCQSCCCAeMc1+eOmfte6l+2F+1r+y/oPh3RtP8AD+j2cfjK41TSbgm40/TNZ0KeDTgAi+V9ojgZ53hC7MF4n+Uphfp/9g74neH/AB1H8VtN0vQLTw/4h8J+PtR03xUtpI8ltqGpFIJzexlyWVZ7ea3k2H/VsWQF9m9qjrr3TfyUuW/3kylyvle97Pydr2PoQnArE8Z/Enw/8ONLW+8Q65pGg2cj+Wk+o3kdrE7bS20M7AE7QTgdgfStvqK8v+MHw/tr/wCIWieLNJt7XVPiJ4X0rUIND0288R3Gl2d3BcGAXHnJGkokXMUOGaF9jYxjOalyLWp1Gs/G7wb4c8FWPiTUPFnhuw8O6mYxZ6rc6pBFZXZk/wBX5czOEff/AA7Sd3bNWvB/xR8N/ELR7rUdB1/Rdb0+yleC4urC+iuYYJFAZkZ0YhWVSCQSCARXwP8AskfCLwP8Yv2F/BvgNbjwf4uuLH4k61H4o8PeOrKJbVdYE+oTahp8diTKkwtpJzJHEjMrxRK/mJnevP8A7WX7SX2TwrpP7P8A4X8I6D4ck8N/Gnwv4E1/SdEhXT9G1DR76L+0oWSONf3EFwqiKaHD4HnJmQOCTm15e7VvRuKv/wCTIUtG/JNv5c3+R+jHgv4peG/iRDcSeHfEGi6/HasFmfTb6K6WIkZAYxsdpI5wetQfED4y+EfhLp8N34r8UeHvC9rcErFNq+pQ2UchGMhWkZQSMjp6j1rxb4F/EXSbL9uP4meB9S0XSrf4h2/hvRNXm1rTVmht9b0lpLyK2UwPI4gkgnS6TaGYMJFbdklE6L4zaLpPwc8b+JPipq2qa9rUep+HIPC0HhKOKC4h1KdbiZ447ZCnmtcztN5RXzPLIVWZcLuUlKyTX9W/4OgR3t/Wtv01O8+IH7QXgX4TwaXL4o8ZeFfDcOubv7Ok1TVoLNb/AGqGbyjI6iTCsD8ueCD0q38P/jJ4S+LNpcXHhXxN4f8AE0Fo4jnk0rUobxIWIyAxjZgpIBODzgV8efCP9kLwZ+yZ/wAEyvCN5+0J4a8L+OLn4M+HNU1FrDUbKDVrPSVmma6+x2omRlLxIsVtG6gHCYGFOK+jP2QP2cNB/Zz+Ff2fSfDvh3w1qXiSf+2dbg0XTorC1N5IihkjjiVQI40VIkyN22NSxZixN9WiW9Fbr+nb70et7qxPGfxK8O/DiyjuvEWuaPoNrK/lRzajex2sbvjdtDOwBOATjrgGtlq+QP25vGXxW+H37THhXxJ8EtH0/wCJPirQ/Dl5/wAJF4Cv5xYC70maeNo7m3vmbZa3ZmtmREdXWcLICFEW9YlKzS/rYuKumfVl/wCPdE0vwfJ4iutX0230CG1+3Pqct0iWaW+3d5xlJ2CPb827OMc5xVyLWLafTlvEnha0ePzVmEgMZTGdwbpjHOemK/PP4xy+C/jZ/wAEHfi7rNvpcl9c6b4W8XX1xaa7oYsr7wvrDC+ku7YW0m9rR7eaSSJVViRGqkOwIY/YWk+DNH8dfst6PYa3pem6xYHQ7eU299bJcQ70gUq21wRlTgg9uvHWprVOSM5P7KT/AD/yFHXk7Scl56W/zPRPDXizS/GmgWmraPqFjq2l6hGJbW8s7hJ7e5Q9GR1JVgfUHFZ/jX4seGPhsLc+IvEWh6At1uMJ1G/itfNC43Fd7DOMjOOmRmvn/wD4IyDH/BKj4BKvA/4QuwGB/CfK6cY/pXA/tk/E/wCL3wg/as1rxV8GfC9r8Yrex8J2tj418Gvtgu9KjWa6ltLuxndws1w6yzM9jgGVIYiJIyyb9sRH2dV0/Nr7gp+/G68vzR9geLvih4b+H+mQXuva9o2i2d0dsNxf3sVtHKcbsKzsATtBPHYE1qaXrVrrmm295Y3EN5Z3kazQTwSLJFNGwyrqwJDKQQQRkHNfnZbfFDxd4e8I/A/xZ+zHGvxin8P+BJrfVvBeuL/Ys91pRlRPNSeQ7dPvlu7SS3W3kVwwjlQgfZ/MH09/wTb8caF8Q/2U9K1DQ5NWjeTUtTfVbDVNNOmXmi6i9/cSXljJaEn7P5Fw8kapuYbFUhnBDtPfy/za/r7iXLb5flf5PyPf91YPjT4o+G/hvawz+Ite0bQILhikUmpX0VqkpAyQpkYA49q3G4/+vXxn+2v8Qvi58Kv2qrbxV8E/Dun/ABY1PR/CaweLvA1zKtnLDYvcTPa3dneOwRLqR0nX7Oynz1gHKFEJlys0v62LUW0fTvj39obwF8KrXSp/FHjXwn4bt9c3f2bLqmr29nHqGFVj5TSOBJhWU/KTwwPSm6F+0Z8P/FHh6+1fTfHHg/UNJ0tlS9vrbWbaW2sy5wgkkVyqFjwNxGe1fLHgq0+Avij/AIJ16D8VvFvhyx8eeF/hvoOr3f2XxV4diE2m3AnY31r9iuA4tp47i3a2WIEmMJ5YZgcn0T4V/sU+B/hp8OvCfk+HfDvh3xfHr7eNIdO0a7bw/Y3Wt/ZJIjFstQBJbxQM0QRo5AUjDsrNuJcrxbXZr8/8rsm97W8/w/Lfqe/eC/iDoXxI0CLVvDus6Xr2lzsyx3mnXcd1buVJVgJIyVJBBBweCMVV8ZfF/wAKfDm8tbfxF4l8P6DPfBjbR6jqMNq1wF2htgdgWwWUHGcbhnqK+Yf+CYUmnwfEX9ouzvryW2+JM3xCfVfF+gLzZ6C9xZWwsxavn99DLaxRy/aCsbyOZN8UbLsEfwNZfij+3b+2HpviKNbyx0208N+HIIrgblXTZNHe4kjAbjY011cE4GGOc5xxnUqcsOb+6pfgtPvf3ajjq2n3a/Gx9YeKPG2j+CNGfUta1TT9I0+NlRrq9uUt4VZiFUF2IGSTgc9eKk8O+KtN8X6Pb6hpV9Z6lp90u6C6tZlmhmGcZV1JVhkEcHqK/LL/AIJqfGX4hftA/Fn9mXRdQuLW4Xw5+z6nia2vNYie6hjvpb9bA3ZiEiNLP9mgVFbeCqXM5z85V/uH/gnT8T/DPxP/AGep28M+Ho/Cf9h+Jdb0bWNKhuJLmG21W31K4W9aOV/mdJJ/MlUkA7ZQCFIIG8o2e/f8JON/vX4onm/T8Ve33fqe+FsVm+IvGWk+ELe3m1bUtP0uG7uYrOB7u4SFZp5WCRRKWIDSOxCqo5YnABNXzw1fHX/BXPwdpN54Y+D+uT6TpsutWfxZ8HW8OovbI11BE2tW5May43KhJ5AOCecVnd80Y/zNL72l+oSdoSn/ACpv7k3+h9X+MviHoPw602O98Qaxpeh2Uky26XGoXUdtE0jZ2oGcgbjg4HU4NM1H4m+HdH8JR+ILzXtGtdBmRJY9SmvYks3V8bGEpbYQ2Rg5wcivmfxn4ju9a/4LK+A9CvGZtK0X4Ua3rFhG4yi3kup6dbySDPG8QjZkchZmHRjXzX8OfFnxIj0/xJZ/Cq40vVPHfw/+Pfi0eFfCOqoV03XdLKCS+ieUMPsiwvqErJcgEJI8abHEoVlGd7eab+6XL/wQ5t/JpffHm/4B+lVr8UvDd94L/wCEkh17RZvDwjaU6ol9E1kEUkM3nBtmAQQTnAwaXwL8TvDvxR0ZtS8Ma9o/iPTkla3a60u9iu4FkXG5C8bFQwyMjORmvkb9kbyf2vPBfiLVNam8ZfCfx14b+JVv4n8ZeFJra3h/se9t7W32WLGRZIrizmgSKb7VHgyu/nIYmAVOo/Y7+HOpeKf2zPjR8arGNtK8A/EC10jStEtiuxvED2Ec6zawUHASXzkiiY/NLHbrJ9x483yv8P0T/wCB+IOWja7/AK2t8lqfR/jT4peG/hvaRXHiLXtF0GG4YpFJqN9FarKQMkKXYAke1M8YfFzwr8PfDUOta/4k0HQ9HuNvlX2oahFa20u5Sy7ZHYKcqCeD0GenNfKP7avxB+LXwr/astvFPwU8Paf8V9U0fwn5Xi3wLdzLZTRWDXEz2t3Z3jsES5kkjnT7OykTrb/eTy0Y3v2UZPA1h8CPAfxosfGni2Lw54V8N6po0+jX2lpZgXdxfoZ4GsnR7iC6huoXtktopCeEjzJhWaYtuHP5/wCf33t+JUtHb0/S/pb8T600LxLYeKNHtdR0y8tdR06+iSe2u7WVZoLmNgCro6kqykHIIJBFXd1fNf8AwTA+AXiX9n39nPUrXxPCNGuvFHirWfFNn4fEgkXwtaaheyXUOnZBK7okcFlQ7Vd3AyACfpPPJqn+i/4b5Exbu/V/8P8AMZc3kdnC0krLHHGCzOxwqgckk9AB6msG++MHhPTPAdv4quvE2gWvhm8hjuINXm1CKOxmjkAMbrMzBCrAggg85GOteFft7/HPwnaeDvEHw91bxh4d8PyXXh651HVo73VorO4ltWjlSG3jDOrFp5FKnaD+7jkHyl0NcT+wRp/hvxh+wl+zL8Rm8f8A2DR/hP4DtTqEFndWs2myu2jwQzLdlkdo5IBkjY0bruZTlWZTnGTan/dt+N/8ipe64L+a/wCFv8z6rtPi94VvvAH/AAlkPiTQZvCphNwNZTUIW08xAkGTzw3l7QQRu3YzV3wj460bx9o41DQ9V03WLAsyC5sbqO4hLKSGXchIyCOR2r8z7D4eeLPht8YvhnqGsWd14d8J/Hj9ou48XWnhmZTG2m2cOgXc1r9oi+7HNcXdml68XVJGTOJA4r6Y/Z01y8sP+Cqv7R3h+BnXRJPDfhDXZIhnyxfzLqdvJJ6B3hs7ZT3YRKT0q46pef4OybXyvb1QS0b8tfk5OK/K59HeNvit4Y+GiwN4j8RaHoC3QYwnUb+K184LjcV3sM7cjOOmRmrniHxvo/hLw1c6zqmqafpuj2cfnXF9dXCQ20CcHc8jEKq4I5JA5FfG/wC2V8Tvi/8AB79qzWvFfwZ8L2fxitbHwla2PjXwa+yC70mNZrqW0urGd3CzXDiWcvZYHmJBGfMjZk38T+2dpXgD4jf8G/euatoUcfibStE8BOui6hrOlrDfWMke2CVfLkG61mR0eNo1IKFNnO3FKMrw533/AFf+RUY3qKHf/gf5n6IJMske5fmU9PenA5FZ3h2Tdo1t83CxJz68CtEcCqlo7GdOXNG4UUUUFBRRRQB5b4O+Dd4f2nPFfxH1j7Os1xpVp4Y0G3jYs1tYQyS3E8zn+GS4uJsFRkeXaW5yGLqPUqYY+P8ACl81Q+3d83pQB5t+0H+z637SGn2/hvW9Wlt/AM3z67pFqCk3iRQcizmmzlLM4/exoN04IQukfmJNwnwy+B/jIftfeJ9Y1/wz4J0j4dWHguz8JeH4tLvGn/tCEXEssiS2jQolukaFYxGGdSGBHA2r9DVCIirA45AwfQj/AOt7+poA8l/Y2/Zbu/2Rvh3rXhBPFV74j8M/8JBeX/hezuomDeF9KmKtDpKSM7tNFA/m+W7YIjZI8YjU1z/w5/5Sm/GT/slXgP8A9O/jOvf99eAfDn/lKb8ZP+yVeA//AE7+M6AOy+JH7Mmn+MvizpfxC0q8TQPHmj6XPolvqwsILsmymkjlkgZZFyF3xqwMbIc8Esvy1wfgz/gmp4H+Hfw+0HS9Hvdah8QeHvF1149h8SzvFLqV1rd15wu7qb5BEwnjuJYpI1RV8tsLsZUZfoqij+vxv+eof1+Fvy09Dw+1/YV8Nka3qd9eXGoeMtf8S2/i+fX5rWCSW31K2t0trZoYnRo0iht4xEiEMwVmbeZGMtR237BXhXWpPiBf+LLi48XeIviZHZQaxqd7bW48mCyYvZW9vB5ZiSGCQtKqusm6R2LlwQB7pRR/X9fcH9fjf8zx/QP2SLdPjHefELxB4k1bxF4zbQpfDWm37QwWq6JYyOskot440wJZZEiaSR92TDGFCKNpo/FT9iiP4wfsfy/BrVviP8Rm0nUNEfw/q+um4sLjXNbtZIGgl+0Tz2kkfmSKxLPHGjZ6EV7dRUuKceR7f0/1f3gtJcy3/wCAl+h4/wCOf2RLf4ifsc+Jfg3q/jDxRqWm+JfD114bl1q4Syj1KG3ngaDKiC3ig3Ijcfuue+a9G8AeC4Ph54H0fQbNpJLPRbKGwgaQ5dkiQIpY9zgCtqiq6t97X+QrJJLtt87f5IK84+Mf7N2l/Fjxv4R8XLLHpnjLwGbv+wdW+xw3TWK3SLHcR+XKpAWREQEoUkwuA4BYN6PRSauM+e/A3/BOfwj4CttU1C3vr6+8bax4tfxzdeJ7+2tri6fVTA1sriMxeUsSWzGBEVQUQkq4kPmUXf8AwTk8G+JrbxNfeJLi58SeLvFmvad4lvNevLa2aaC907aLDyYTGYFhtwDsjZH5eRmZ3cvX0JRRbbytb5Wt+S+4La3/AK7/AKs8O8MfsRWGnfFTxt8QtW8Ta9qnxE8aeHo/C39vQLDZy6Fp0ZkZIbBFRliIllacs/mFpdp+6qoMz41/sF3nxm8OfD7T1+Nnxm8Ly/D20SCG/wBJu9Jku9ZuFiSIXt491p84e5wrHfGsa5lkIUbuPoSinbuVzNa/1tb8j558J/8ABPXS/CMPhfVZPGXivxT8QvB99f32neM/E8djqOqbr2OOG4jcJbxReW0UMMf7pI3CxKA/L7uy/Zn/AGTNC/ZmXxdeWN5qOteIvH+tyeIfEesX7J9o1K7dEiHyoqokUcUccccajCogyWYs7eqUUdb+Vvl2/BfcTbS3nf59/wAWGOa4L4o/AyHx74v0PxRp97Hovi7w3b3Nnp+qCxhujFb3PlefCUkU/K5hib5GRsxqNxXcrd7RS5UB8+6V/wAE7PCOgeB9OsrG+1aHxPpfiybx3H4pcxSalPrc6yJcXco2CJllhlkgaIIqCJgqhSqsvdfA79mzTPgrrvi7XheXWteLPH2oR6jr+r3KRxyXbxQrBBGiRqFjhiiQKickZYszszM3pFFP+vy/yX3BbW/9f1v958//AA9/YHh+HOrfF/ULP4ofE6S++M7vcarcGbTIJtLuzaQ2cd3ZPDYxtFNFBBEE3mRQVDFWbmuq1f8AZg/4muk65o3iXUtM8YaboEfhqbxDc2drf3+oWasHHnNJHjzBJulBXahkclkcYUerUUW0S7f8N+Qf1/X3HgOgf8E9PCPw68H+A7TwfealoOvfDi6v73Stcby7m6uptQLtqBuwyhZhdSOZJAAnzqhXZsUDuv2fP2cNH/Z00LWrfS5rq/1LxRrNx4h13U7vZ9o1W/n2h5nCKqKAiRxqqqAqRIvYk+iUULS/mD1Vn6hXmPxJ/Zl0/wAY/FnSviFpN4mgePNH0ufQ7fVxYw3ZNjNJHK8DLIuQu+NWBjZDngll+WvTqKXKmB8/fDX/AIJ1+D/g54G0my8O3V4viXSPEd/4vXxLqNvb3t/d6tf+YL26mDRiPMyysjCJY8LtC7doNIf+CdXhHUPCXiaHVNQ1jUvFni7xLZeML/xSxhTUY9VsjD9inhUR+VGlusEUaRbChjDq+/zJC/0FRRazv8vy/wAl9wbq39f1qzxfTP2NLOLUviBr154q8Qt48+I2jxaFe+KNP8mxvtKtIUlWCOxARlh8p55pVZxIxkkJYsAqrzvxv/YC1H4zeIfCOqW/x2+N3g+78H6SNLtm0O60Ym5crskvJmutOnY3Ui/K8iFBtyAqhmz9FUUcqvf+v61A8A+I3/BP7R/ij+xHffBDWPGXjXUtN1Uq9/4hvbi3k1q/k+3LeySSukKRFpJFIbbEo2k4A61735RX7oXbjFSUU3q7sVhu04rznxv8AJNY+KC+NfD3iG88MeJJtOTSL6SO3iurbU7WOR5IklikH3onlmKOjKR5rBt64UekUUWV7j8jwv4sfsI6N8WP2ZfE3wtfxZ4u0LS/G4vh4j1PTPsA1LWTehxdGRprWWJC+8geVEhQKqoVUYrrtJ+At9o3wOh8Fw+PfGHnQWy2kfiBodMOqJGoChcfY/sv3RjP2f36816NRScU009mHVPtf8d/vseB/CX9gq3+C37HNv8ABbQ/id8T7fRdNsINM0rW0utPt9c0a3iZSqwTwWcaZIXBaSN2wTzXXeIP2eLpfijq3i7wx4o1DwvqfiS3gtdZjjtoLq3vfJDLFOqSKdlwiMUD5KFQoeN9ox6dRTl7z5nuGysjxfRv2NrH4c6vp+qeCNf1Pwzq9vpx0u+uGiivI9ZiNzNdeZcxuoBmFxc3UokjKYa5kyGUhR3nwn+Edj8IfDUmn2E1xdS3d5PqN/eXWz7RqF1O5eWaTYqpkseAqqqgKoAAArrKKP6/ULDSteb+Lf2fJr34pXfjPw34k1Dwvr2qafBpep7LeK7tdRghaVoWeOQZWaIzzbXRlBEhDrIAoX0qijzDpY8L+NH7Bnhr40fsi678HrjU9Z03RvEdwLy/1O3kjOoXVw1+t/PM5KbN80wcvhAuJGChRtA6741/s3aR8aNc8J67cNHZeKPAd7LqHh/VPskN02nzSwvBIQkqMuHjcqSu1wPustejUUS13Babf1/w54D4d/YA0nw54Y+J/wBl8Z+NtN8a/GC+h1DxF4x0u6hs9YDwIkVulqfKaKGKGGNYkXYx2sxZmdix3PHP7Idr4g+Ivi7xPoXiLVvCeqeP9Ht9D8QyWMcMn22GDzhDcR+Yp8u7jSeRFl+ZdhUNG2yMp7FRScU1Z9rfK1rfdoC0273+d7/meJ/8MP8Ah3wje+Bb/wAB3U/gbVPh54dbwjpU9pDHcRvpDCDNpNHID5gVreJ1fIZXUnJDOrdh+z1+zvoH7M/w0t/C/h1biS1W6udQurq7ZWutRvLm4e5ubmZlVVMkk0judqqoyAqqoCjvKKf9fjf8xWGlea8b/a0/Y0tv2u7Lw5a6l458beFbTwzrVl4gtodAXTVWW8s7hbi3kkN1aTsQrouVUqrDqDXs1FK3Xzv80Ppb5HlvjP8AZkh8S+O/B/jK312/tvHPgrT7rS7XWpoIZG1G1uli+0Q3cSLGkiPJBBLiMRFZIlKlVLI3OeFf2END+G2laHN4W1vV9J8VaHf6rqZ1+RIbifVZ9UmE9/8Aa4igjkSaVY32oIynkxhGRVwfdaKYf1+h4R8T/wBhi3+Kvwu8UaDN8QPHPh/VvG99b3uveIdC/s+C/v1hVUS12T2s0C22xQhj8oll3Bmbe5bO8A/sA33gzwj420+9+Ofxw8Tan4z0tNJi17U9S0yPVPDkS+Yd+nvbWEMcUhaTJZ45OY0IxjB+iKKA6W/rueW6x+zfcQePW8VeHPFmraDr99pdto+qTNbwXkWrQ25lMMssboMXEZmmKyIVB8wh0kVUVeD+KX/BOe38f6H4VsdF+LHxW+Hq+Fry91TzPDcukq+q6hdyPLPfXH2qwnHnGSWZh5QjRTM4CgYA+jqKnlQ7v+vS35Hnf7OX7P7fs9+ApNFm8X+LvHV9dXkt9d634nuLefUr6R9o/eG3hhiwqIiKFjXCoByck+hbadRVEpWOT+Mvws/4XH8MNb8LvrWreH4detJLKa90tbc3UUbgq+z7RFLHllJBLI2AeMHkeJ6x/wAE10u/2bPh98L9N+M/xi8P6L8N/syaffac+iLf3cVtEkdrFcNJprxOsOxXQrErbwHZmZUK/TFFLl/T8Nh+f9a7nznoP/BOnTbLwLHp+ufET4keOvEVj4ntfFumeKvEdzYzatpl5bxiOJI/ItYYPI8syxtGYiGS5mGctuHRw/sa2v8AY/xOm/4SzxRpvjD4sJGmr+KNGljsdRsFig8iBLElHWBYV3FNwkYNI7MzFs17TRT7rv8A8D/JfcJK1vL/AIf82eVXf7NV1pPjq+8R+GfGGtaBqmuWVtY607wQXqan9nQpFclZE/d3KqxG9fkYY3xttXbznxy/YF0D42/so3fwbXxT4w8K+E9Utp7bU5dFex+3amJ5DLO0j3NrMoeSVnkZo1QlnbscV7xRRbSw07O5h+AfCN14K8KWum3Wuap4iuLVSp1DUUt0uZxnI3C3iiiGBgfLGvArcUYFFFG4kklZBRRRQMKKKKAKb+IdPj1kac19aDUGgNyLXzl84xA7TJszu2BiBuxjPevPfhx+1T4T8feFPHmtTXE/hqx+GutX2heI5NcVbKPTprRElllaQu0RgaGWOYShyNkg3bWVlXyX4u/C7w78Uf8Agql4HtvE3h3QvEdna/CrXZoodT0+K7SJ/wC19GAYLIrANywBwD19TXr0v7G/wjlhZW+Ffw5dWGCp8NWWCOOv7v2H5CgC9dftP/D210vSr7/hLtFmsNcso9S066t5xPb31tJnZLHImVdGwSCCeBnpzWBYft5fBvVbq2gtfiR4VuZrye5toI4rwO80ts5juI1A5LQurLIByhUhsEGuD/bXkuPgx4Y+C+ieCdYl+G2k33xEsNJnOhQ21tFDZPa3zyxCN42gCFkDEMjDIzgHmvjD4e3lj8BdT+Avjvxz8aNY8BeDvEniz4o65p+ua0+i2FqlpqOqXd/ZTq9xZiMPeWsizhDuzvIjVVBUAH6OfAL9qXwj+0peeKofCsmtyHwjqQ0y8kvtGu9OjnfaCJIGnjRZ4ThlEkRZTsODggnifhz/AMpTfjJ/2SrwH/6d/GdZf/BKDXdY8WfsN+GdW1rxfr/jq+1HUdXkGr6xdx3NxPEuq3ccQEiKoaMRogXOflxg4wBqfDn/AJSm/GT/ALJV4D/9O/jOgD2Tx58TvDfws0caj4m8QaL4d08v5QudTvY7OEvgnbvkYDOATjOcCkuvif4bsvBi+I5tf0WHw7JClwuqPexrZNG5ARxNnZtYkAHOCSMVwXxh8M6V4C+I9r8XNa8T61Z6f4T0C70l9HjjimtLw3U1uysqeW0zXJeFIo0icGQyKm1jtFfD/wAIfhD4u+AHxN/ZZ8H+LIBo+m+PPit4z8dL4YDrLF4ajfT7+80/TyQSmYPPMjBcqsudmditUwbk7df+Db8VqEvdjzf1te/36H6O2fxQ8M6h4QfxBb+IdEm0GMMzanHfRNZqFbaxMobZwwweeDTfCHxV8MfEDQ7rVNB8RaHrWm2Mrw3F3YX0VzBA6AF1d0YqrKCCQTkA818d/DTwhpPxK/bn/ag8G65dT22g6T4m8E+KtIgg1eXS1bWTYLLtDxMpIkeytiyAMH5JViTml8FvBHhX4o/tN/taeF/ijqE3h/xb44ttF/4SDQrDVZbSys9FFrJa2V3aX6NG8jzMkwkkKQOjKsezaqPJUfeWnb/L7938tQlpq9tPx/Lp89D7O8EfF/wn8TZryPw34o8PeIJNPKi7XTdRhuza7gSvmeWx25AJGcZxV7xb450XwDpX2/XdX03RbHeI/tN/cpbQ7jnC73IGTg8Z7GvkXwK9vpf/AAWEupPGUi+H/Fd58Nf7K8I6dZ3b31nrulwXwlu7qa5dY3N3HI8C+S0eERy6yTF38vpP+CgOufEXw78TfhjqfwcXSfFHxI0RtRu08F6o3k2fiHSmjgju5GutwWyliYwiKch/mnaPYyyPtnmvFSXW/wCDf6LXtr2Bayce1vyT/Wx7x4q/aI8AeBfB+m+Itb8ceEdH8P61MLbT9UvdXt7eyvZSruqRTO4R2KxuwCkkhGPY1Z+Hvxx8FfFue6j8KeL/AAv4nksQrXKaTqkF61uGyFLiNm25wcZ64NfJn7MMPwt/ac/Zq8UeLvip4RiiufCPijVde8Y+E/F+jRNb+DtV+zK80Zt5BJG6pbSLItwpInFw84C+cVHrn7AvwR8I+CPhPH448N+DfDfgy8+KEFvrtzZ6PpcGnx2tu8W60tSkShcxQuNxx80ryt0aqiu/Zba7+f369UTKW3L3f4P/AIbTdH0BWX4q8b6L4E0htQ1zVtM0awVghub66S3hDHoC7kDPB4z2NaleefGb4c6T4v8AEnhLVnKzeKvCN5can4cspNduNLt7u5NrLBIsohDebGI5WJDRShThttTKVi1qdHafFjwtqHgL/hKrfxJoM/hfyzL/AGvHfxNYbA20t54bZtDcZzjNO0j4oeG9f8Lz65Ya9o19otqsjTahb3sclrEI87y0qsUG3Bzk8Y5r8u/ht4itbH4neA/B/wBvul8ReIv2ntU1T4i6EybbTR9RGj3uoWlrCQcTWpMFpcxykAyyKZCsTBo1vfttePtU8Pft6/ETwTZySL4T8YeNPhG2tWy8QyNc6leQ3IdQcYmhsLNHB+8qgEEEU43fL/eaS67pO/4/O1+oqnuqUukU5P0UnH77r5XP068GfEjw78R9MkvfDuvaPr1nFJ5Lz6deR3UavtDbS0ZI3bWBx1wQaf4u+IGg/D/TVvNe1rStDs3k8pZ9Qu0tomfBO0M5AzgE468H0r5k0vX7vRv+C1GqaLaO0emeIPg7b6lqMa/clubXWZYbd27bhHczqCRkjjOFAEf7e/iX4neEfjt8O9e+DGn6T448eeH9O1N9S8C6lMLO31nR5WtvNnS+Y7bO6SWCFImZWEhnkUjYrsk811Frrf8ABtfp9wLVtdrfik/1sfS2qfFjwvofgyLxHe+JNBs/Ds6JJHqk9/FHZSK+NjCYsEIbIwQee1XPCfjXR/H3h211jQtV03WtJv13217YXKXNvcrkjKSISrDIIyCehr5D/Ywu/DHxQ+E3h34sXXiTxR4Jk+Heu+JNQ8XeHdTsYtOh0rUrwu93aXUEqyNGLcy7opIZAZFlL7mWYg9d/wAE2Pgt4h+Hth8WPF2rWNx4d0r4seOLvxZoXh6ZPLl0iykggiV5ov8AllNctC1zJGOUafDYcPi7Pms+17/Nafi2n5Et6J+bX56/grro2fUVZHi/x/oXw+0gahr2taXoliXEYuL+6S2iLHoNzkDPB/KtevNfjH8PNP17xv4X8S28cV5448IpfTeHrG48Q3Gl2l4ZolhnEyxLIJUCEHLRSCNtpABOaluyLR1S/Fnws/giHxMviTQW8N3Ch4tWF/F9hkUttBE27YQW4yD14p3h74o+GfF3hKTX9J8QaJqmgxCQvqVnfRT2iiPPmZlViny4O7njBzXxd/wTx+HHgvxx8Fb6E6peXXxD8F/F3xDr9/o02qzaPb6X4pke5ln09BC7iazWG7LLxKsiP5pRWJjTz7wovmfCb9pzR7PxQPC/x1vvinp2r3ehGy+32FjrEn2GXSLKJNyfa7O7htYTJOfKLLJcO6QiMqpza/JPTzcfv3e3l3F1t5tdrW5tX9yv2v5H6K+DPiV4d+I9nNceHde0fXre3k8mWXTr2O6jjfAOwtGSA2CDg84INWPFXjTR/AujvqGuarpuj6fGyo11fXKW8KsxwoLuQASeAM8mvkj9hL44+Kvir+1T44s/i94NuPhf8ZbHw7p9tNoFs/2vRtZ0yCabGp2V8Dtukae5dSjKslsGRGBLF2h+KfizxX46/wCCzPhnwXZf2euk+EvhbdeJ7CTUYnuLS0vrnUhaPcCFHjaSYQxeUrb12JcTkH5ijEpLmhFfav8Agm/0+/Qm9lJvpb8bL83+p9Sa18efA/hvQNL1bUfGPhaw0vXJvs+m3tzqsEVvqEmGbZDIzBZGwjnCknCsexrW8G+PtD+IuhR6p4f1jS9c02V3iS70+6S5gd0Yq6h0JUlWVlIzkEEHkV8R/C/wv8Of23PhB4F8OweB/hXFB4b8ZeJ7XWfCHiyJdYtF1G1nuoL+6tbaZd12oupfNUkx7UuVJZSAh+gv2Ifj1pPxm8EeKNC0/QNP8MXXwt8S3ngjUtN05QmnwTWmwo1soACwyQyROqYBTeUOSpJcXe/nqv8ADpr97HJ8u/e35/jp+B7hWf4n8W6X4J0C71bWtSsdI0vT4zNdXl7Otvb20Y6u7uQqqO5JAFX88ivkj/gt/wCDNH8R/wDBML4wXmo6TpmoXmkeG7mawnubVJZLKRioLxsRlGI6lcGlJ2RcI80rH0542+J3hv4aaJHqfiTX9F8P6bLMlul3qV7HawPI5wiB5GC7mPAGck9KxL79pj4c6Z4IuvE1x4+8G2/huxu1sLnVpNatlsbe4YqqwvMX2LIS6AKSCSwGORXnP7WPwk0b46+C/AXhnWrL4f65Bfa3FKdG8XRRXFlqqJaXO5UtnVhcyRhvNEQxxETvQDeOS+C2nfDX9oOPx58EPE3w88F29j8Btfs4brQbXSoV8O3sc9kt3Z3KWbKY0QpOT5LbvLlhzvbCsS/xX6flpd/iZwlzJabpP5u+n4I968A/tB+Avitq8un+F/G3hLxJfQx+dJb6Vq9veSxpkDeVjdiFyQMkY5HrUfxB/aR+Hnwl8QW+k+K/HXg/wvql5AbqC01fWbexnniDFTIiSupZQwIJAIBrxn/gnr8JvhvceGLz4veB/Bfg/wAKRfEaMDS/7F0a205Ro0Ur/ZP9Si7mmX/SGJycyomdsSYsft2/DT4V6Rosvjrxd8P/AAR428X6o+m+ENA/4SLR7fUlF3dXht7SJBKpKoZrstIEIJRCeoFEm01b+r7IqLWre3f03PZbP4+eBdR8Hf8ACRW/jPwrP4fM5tf7Uj1aBrPzR1j84Ps3f7Oc1u6D4s0vxVotvqWl6hZ6npt4u6C6tJlmgmGcZV1JUjIxkHrXxj+0J8IPEX7Jtn8HdC/Zz0vw3qnjTwidTvv+EHubaPT9O8UWM3lf2jdSTRhY7GfzpIjHNtZQ9wYhGyO230j/AIJl/E+1+LXwh8Uaw2m634b8XT+K71/FvhnVLL7HN4X1V0ikksggLK6eW8UgnUlZ/OMwx5u1aj7zlbp/wF8159NnuTJ8qV+v+Tf9d+mx9K7qw/HPxP8ADXww0+O78S+IdE8PWspISbU76K0jcgZOGkYA4HJ9BWztx/8Arryn4yeAwPH0fjXwxZ2OtfEzRfD93p+naVqHiW402xntZ5IndpIkWRGPmQRhZGiyMsN6gmplK39eX9fn0LWp3GvfFzwr4W8H2/iLVPEugab4fu1R4NTutQihs5lddyFZWYIwZRkEHkcipIfil4ZufAa+Ko/EOiP4YeD7UurrfRGwaH/noJ93l7P9rOK+Lf8Agmt4N8A+EP2PvhX46034jeJf7D+Edh4h0nW7O/toLeJr+e+JvoZ7ciV4pLa6ikjhjglJ2lVDSK/z8R4O/ZE+JXg3wB4N8U3Wkaja+GL/AOP1z8T9T8FW8JnutE0S5jnS1RrePdvlhungvpYIw2yR3K5aOm/j5F16/NL8nzX7E392/VXuvRN/mrerP0T8I+ONF8f6Muo6Dq+ma1p7sUW5sLpLmEsDggOhIyDweeKp+Nvi14V+Gn2X/hJPEugeH/txZbb+0tQhtftBXG4J5jDdtyM46ZFfK/7GfxKvPFH/AAU//ai02ztNQs/Cv9n+EtTgS6tpLbzL2W1vIZ5vKkVWRnjtrdSWUMyxI3KlTWl8E9Uk+IP/AAVT/aNsdajW7s/DvhDwpo+nwzjdGlrcrqVxcAA5GJJCA3HzeUgOQq4JaWfT+v69B/zX6W/G3+f3n1D4m8c6L4K0b+0dZ1bTtJ08FQbq9uEt4QWOFG9iF5JAHPORU/h/xRpvizR7fUdL1Cz1LT7pS8N1azLNDKoJBKupKkZBHB7Gvyf/AOCXnxX8efGn40/AXwncTWs2n+CfhFq2qaVc6tG9zbW86+IZ9KjnMKuhmmWytYokbeCiXEx3Hftf7w/4J2fE7wz8S/2d5m8MeHYfCa6F4l1rRtX0mGeS4htdUt9SuEvTHK+GeOS48yVSQDtkAIUgqGrNcy63t6JuP5r8hS92Ti+jSfq1f8v1Pft1ZPi3x3ofgDSxfa9rGl6LZNIsQuL+6S2iLt91dzkDcewzk1q4r4t8QeLPF/xC/wCCy+teG7H+zY9O8B/C2z1PSZNUikmtbe51C/u4riVYkdCZJI7WKES5yiJMBnzCDPN7yj3v+Cb/AEHtFyfS34tL9T6v1v4w+E/DXg+38Raj4m8P6f4fugrQ6nc6hFFZzBgSpWVmCHIBIwegq9ovjrRfEnha31zTtW02/wBEuoPtUOoW9yktrNDjPmLKpKFMc7gcY5r5R/ZJ8RfD/wAd/AL4dfGbSbrUPhv4T+HNp4g0i88LpPHdacl2b4214GkkiM0rJdWsvkvGY3k83aV+fZWD8Af2Wbzwn+w78bJvHfhuzt7Lx94i8ReO9G8L6jbJN/wi1rdIzW8LI25I7gkPO6pxHLcyAEkEnOtV5Iykvspv8dF81qVGN5Rj3dv69Hofanh/xNp3i3Q7PVNLvrPUtN1CFbi1u7WZZoLmJhlXR1JVlIIIIJBBrk/G/wC1B8Nfhn4rfQfEnxC8E+HtcjgS6fT9T1y1tLpYXJCyGORw2xirANjB2n0rzv8A4Jbsf+HbPwC5G7/hXuhd+R/oEGR+H9K5f9tT4H/ChNY0/UNc8AeBfFHxF+Kmt2fhXSNT13QLPUri1YxMWaMzxviO3tYLm4EfKtIjZHzmujERdOpyedvxsY0KiqU1Pyv+F/wPpDwv480Txv4Zh1rRdY0zWNHuVZob6yuUuLaUKSCVkQlSAQQcHqDVjw54n03xhoFlq2k39nqel6lAlzaXlrMs0F1E4DI6OpKsrAgggkEGvlX9p7Xvhp8BvgHcfA/Tde8K+B9D0nwnPLc2EupW9g4sPKlSK3jVmUs9xIj7iBkqk2SrSIx63/glJ4r0vxX/AME3PgfLpOp6fqsdl4G0WzuGs7lJxbTx2EAeFypwsiZAKkAg9QKmPvOdtla3ne/+RUpcqjfre/la3+Z9FlsU1nVF3E8UAbsGqevahb6Rot1dXlxBZ2ltC80088gjihjUEs7MeFUAEkk4AFRUlyxuVHVnM+DP2jvh78R9Wt7Dw7468Ha9fXcbzQW+nazbXU06JjeyJG5LBcjJAwMjNaVl8XPCup+MZPDtt4m8P3HiCHf5mmRahE94mz72YQ28be+RxXyL8A08H/8ABP3XvgzoreBfhLo3/C6oTokniTwXpsVvJPqFvp5uo5Lm6VFN7HcRW8zeeQhVgg2uG3jyX4R/GLx54I1z4T+EfiTo01/8DbrxdBe+AfixpdmftGql5j/ZtvqdvvMlk1zJOE+2nKXKuEZImuGYW176gu9vn/n27iv7rl0Sv6rXX00+R936r+2J8JdB16+0q++KHw9sdU0udra9srjxFZxXFpKv3kkjaQMjDuGANd9Y6xa6np8N3bXENxa3KCWKaNw0ciEZDKRwVIIII4xXyP8AHT9kb4H+M/j5oPw3l+GPw91LxH4+bU/F/iLVbzw/Z3GpTWME8TTbrho/M8ya4u4Ig27cIvN2kFVI3/8AgsB4t1D4Yf8ABLr4yXnh+STT7m38NvZxPbfu2t4pWSCQptwV2xSPgjG3APap5vc5v+G00/O6LjG9RR6d/X/gan0B4L+LnhX4kSXK+HfEug6+1ntNwNN1CK7MG4sF3+Wx25KsBnGSp9Ki0D41+DfFfjK78OaX4s8N6n4gsFd7rTLTU4Zry2CNsYvErF1Ab5TkDB4618uftI6WfDX7e/7LGh+H5ZNEtfEnh/xd4au5NP2xtFYJptvPCFIGMRzQQsmQVU9Byc53xG/Zxv8AxV8Yv2a/h74R1bUNWuP2eNTh1rxN4xu1hinhs106W2XTmMKInn3oljd4kUKsMQdwN0W+vtW8/wBWr/JWf4GabcOddr/5L1b0PtuiheBRQUc/8QPix4W+E2lJfeKvEmg+GbGRiiXOq6hFZwswGSA0jKMgDOM1ffxfpMfhk602pWC6Ott9tN+Z1+yiDbv83zM7fL2/NuzjHOcV5d8XtE0n4U/Em++LuteINcktbLw23h1fDkEENxDfySXKyp5EflmZ7uVtkIjRwsmUBUlUK/Mej/slX3wQ/wCCJnj7wt8Q9J0i61Sz0DxT4itNJkSO9h8Km5F9dW9nbuQV3W0cyxq6cKVYIdoBrCpW5aUqj6K/4/ruXGN5qPd2/Df5bH3RN490O28Ir4gk1jS49Ba3W7XUnukWzaFgCsolzs2EEENnBBBzR4S8faH4+0v7doOsaZrVjvMX2iwuUuYtw6ruQkZHcZ4r43+Ip8USf8E5v2fm8A6tptp8S7e28P3nhTS9QtWuLDxHexafvezuVVkKQmBZ5DNuBiMKyDcVCt1n/BOv416h8Yfib8WJvHXhXVPhv8W7e609fEfg642yWljbpFJDZ3lrdLlL6K4Ecv8ApShCfJWIopgy3Ty+9OP8v/A/qxzxqNwhN/at+N/6v8j6M+IPxo8H/CVLVvFXirw54ZW9JFudV1KGyFwQQCE8xl3EFlHH94eoqr8RP2hPAXwgn0yPxZ428J+F5NaWR9PGr6vb2X24R7PMMXmOu/b5iZ25xvXPUV5j8ffDOl/BzUfH3jrULjWvGFx490Sz8L6f4IaG2lt9TuIxdeVbWymMPmf7Q4kEkhiREkkYKodh414b/ZL8F/sif8E1fA958ePDnhX4p+JPgz4LGmRf2xYxapClxIyBbS1Nwjbd0vkWyvgFljjzjkVlGTd/K3z3/wAl8mbac1vL/L8N/uPsP4f/ABX8L/FnTZrzwr4k0HxNZ28nkyz6VfxXkcUmAdjNGzANgg4PPIroM815n+yt+zboH7L/AMLY9C0LRdD0aa+nfU9VGk2EVlaz3soBlZIowqrGMKiLj5Y40XJxk+lL8zZrWVk9CIttajqKKKkoKKKKAPL/AAZ8Fr4/tN+LPiRrX2ZZrrSrXwxoNtG5ka0sIZJLieZzwFluZ5QGRcgR2lsc72dV9QoDBuhpN4z1HPAoA8F/b0/ZV1T9q3wr4A0fTU8KyW3h7xrY6/qMWv2TXtlNaQQXKujW6svnbmlRfLLKpBbJxxXYL4P+LGxVbxl8N9q4wo8E3mBj0H9q8f5Fel0E4FAHkf7DnwG1v9mv9mTw94N8RXml6hremz3893cacHW1kNxfXF0Ngf5lwJgCDnBBGW4Y838Of+Upvxk/7JV4D/8ATv4zr6Ar5/8Ahz/ylN+Mn/ZKvAf/AKd/GdAGp+1V+x5eftRax4ZvIfit8UPhu3heSWeCPwnLpax3EzAKJpRe2NyS6LuVSpXaJH67s1m6F+wJpuleBvDVnf8Ajjx54p8U+EfEreLdN8Xa9cWtxrAvmhkt2EnlQRQPC1tI9sYxEv7o4DBgrj36iiKstP6/qwPXc8B1D/gnt4R1+LU9S1eabVfGWqeLLXxw2vz2sEslrq1rbra2ssMEiNEscNuoiRCpIUs24ynzaz9S/wCCaPgfx9e/EnVPHkl1448Q/FS20+y1i+vbe3WO2trB/Ns7e2g2GNIo5/32yQS+ZISXLrhR9HUUf1+X6JB/X6/meIaL+xZZzfHv/hZ3ibxJrPiTxpZeH5/DGj3nlQWcOh2k7q87wRRrgXErJHvlYsMRIFVBuDW9P/ZJk8O6b4JuNN8c+MJvF3gXSZdDh8SavJDqN7rVrL5JkXUAUVJ2d4IpN6CJwycMAzhvZKKOlu3/AAf83f1Drf8Arp/kjxXx9+xbpPxH/Z3+J3gHUNa1gT/FyyvLXX9dQQpfSPc2i2ZkQKgjXZBHHGqhfuxrklssfT/APgq3+HvgjRtBszJJaaLZQ2MDSH5ikSKik+5C1t0URVnddkvu2+4Lfq/v3+8K82+Mf7NulfFjxx4S8Wo0el+MvAZu/wCwdWNlBdNZJdRrHcJslUgLIqKCUKPhcBwCwPpNFJq4HzfoH/BNDwXouh6lI2o65ceMNW8axfEO58VSND/aH9sxp5SSKgj8pYVt82wh2FfJZwSXZnOrr/7APhfx5pHjiTxJe6lqHiTx/qmna1fa7Bst7nT7nTWjfTTZqVZIltZIw8auJAWeQuX8xgfe6Kf/AALeVrW/JB1v/XV/qzyPRv2VLeHxr4x8W6j4g1a48a+MtEi8OvrVokdpLpNlCJjClmuHEbrLPLMXfzC0jDPyqiKg/ZXk0i+8L6xo/jDxHb+LfDOgR+Gpdc1HydQn8QWiCMk36sirJMZEMnmR+WweST+F2Q+u0VKil/X9d2H9fl/kj51+LH/BPmH4oeCbTSbT4nfE7wZeDXm8Tapqnh+XS1u9ev8AYqJJci5sp4isSpH5aRxoF8mI8sisO4/Zn/Zqm/Zx0LWLe68eePPiRqWuX32251nxdc2k9+NsSRJCptba3iWJQhIUR53O5yd3HqVFVG8VZbf8N/kglr/X4hXmfxa/Zp0z4kfE3w146s5o9F8deD7a6sNK1j7DBdtDbXXl/aISsqkhX8qPmNkf5cbtrMD6ZRSsB81+DP8AgmR4H+H9tZalptxeTePLHxVqHjceLNQt7a7vptXvojDczNG0YiVGh2xBI1QokaBWBBZrvh//AIJz+FtIPi/VrjWNeu/HXjfxHaeK9Q8VAwRX0OoWkSw2hhQRmJIYIU8pYmRwyO4kMhdmP0PRS5V/l5bbdtl9yD+vz/zZ5HdfsvzeI49evta8YeIZPFGsaFN4ctdd0tIdOudAtpeXeyAVhHMWWKQu/mZaGPACjbUfiT9k+PUPFnhPxVpfibWtN8ceEdDk8OLr88cN5catYy+S0iXaMoSRzLBHMHUKRIGx8rsh9goqv6/r7394rf1/XoeF+CP2DfDPwk0Dw6vg66l0bxH4ZbU5IdfubO3vry8k1KcXGoPPuQAmeZVkbyvLwyqFwmUPXfs7fs2aL+zZ4R1LTdImvr+88Qatda/rWqXzRm81jULlw01xMY0RNxwqhURVVI0QABQK9Goo/wCG+XYbV9/6fcMV5P8Atj/soWf7aHwM1r4e6t4q8V+FtB8RW72mpNoP2EXF3C2MoWuracL06oob3r1iik1ccZNO6PLdb/Zpj13Q/CbXfiDU9T8U+CbqS80jxFqVlYzXkMrxSQvuSKCKHa0UhQ+WkbYAwwOSaHw8/Y80fwD4X+IkP9p6pqXiL4qXEt34k8QT+Ut5dStaraxbAihI44IESOJAMKqclmZmPsNFKUVK9+v/AAP8kKPu2t0PKPhb+yrZ/CP9jnQ/g3oviLxJp2n+H/CkPhOz1yzuI4NXto4rZbZbqOTyyiXAChw2wqHAO0jiqfxq/Y80346eFvhhpWseIPEci/DDxJpfie3u2mje51e5sFZYxdHZtcSFt77VUlgCNtex0VUrylzve6fzTuSopR5OlrfJqx558TvgS3jPx3ovi7SdavvDvirQbS40+3vIIo7iG4tZ2ieW3nhkBDoXhicFSjqyDDgFw2j8Kvg/bfC2HWplvLzVNY8SX/8Aaer6lcrGst9P5UUCnbGqoqpDDFGqqo+WMZLNlj2VFEdNv66/nqU9beQ3ZXlvxB/Zfs/Enxkj+I2g6gvhnx1/Yv8Awjk2rJp1vePPp5laYQ4lUsuyVi67XClj86yAKB6pRU8q/rzC58q3f/BKjQtI+DPg/wAE+D/id8V/h7YeFNUu9emu9BudLe78QancytNLe3rXljcK8vmySOvlrGql+F+WMJ1nhP8AYcufCXw5t9J/4Wt8Utc1y28TR+Kv+Ei1rUoGvry4jiWJLe5S0htoZbMIigwbFDYBJzXv1FV0t/XS35IOt+v9f5njJ/Y0sIPh3450uy8XeNNH8SfEa6S/1zxhpd3Dba68yCNIjDJ5TRQrHFEkKIIiBGDnLszte8b/ALLcGs/FzU/Hfh3XNS8I+KNd0KPw3qdzaRRTR3lpFJLJbv5cikLcQGe48qTJUee4eOUBQvrFFJq+/wDXT8g/r9fzPB9D/YM8N/DGHwHN8P7q88Fap8O/D8nhTTbuBI7r7Vpkhid4blJARM3mwpKrkhlk3HJDurd5+zx+zzoH7M3wyt/C/h1LhrZbq51C7u7ple61K8uZ3uLm6mZQqmWWWR2JVVUbsBQoAHeUU9tEG+4nzYryz4ifsyx+KvjFbfEDQ9cvvCfjKPSG8P3F/a28Nwt7YNL5wikjlVl3RSbnjccqZHBDKzKfVKKnl1T7f8MHS39dz5m8W/8ABM7SLv4P+BPA/hH4j/E74Z6N4DuZr+F/DU+mGbVbyV2ke6u2vLK4EkvmySyZUIN8rNjIXb0vhH9imbwv8AvEnge4+KvxS1y78WXM1zqXijVZtLudalEkKQGIZsRarGIkVQBb5GOpJJr3Sim4ppp9dw2afY8P8A/sWD4a/seWvwb0v4kfEq30vS9NttH0vX4Lqwtde0q1t0jSNIZobRIshIgu5oWY7myeRt3PjR+y1pnxt+Mfwr8ZahqWqWl18KNXu9Y0+2tiggvJLiwnsis25SSFS4dgVIOcdia9UopyvJ80u9yYxUY8q2s18n0OT+Mfwwb4yfDHW/C8mtax4eh160eymvtK+zm6ijdSr7PtEUsQJUkZaM9cjB6ZP7MfwAh/Zf8AgV4Z+H9jr2veItK8I6fBpWn3es/ZTeLawRLFFGxtoIY22qgGdm49SSa9CopJWvbr+hW9r9P1/wCGCsvxh4SsPHnhXU9E1azjvtK1i1lsry2k+5cQyKUdDj+FlJB9jWpRS5V1DY8N039h7R7vxv4K1bxJrF94msfhtbz2/hXSZrO1tbLSvNtzamZlhjXzJlt2khU/KipI+I9x3Cx4X/Y4g0Pwz4f8K3nijWtX8CeE7i0uNJ0S6gt2aP7JJHLaRS3GzzJIoJIoWjHyuTEvmPLzn2qiq639Pw2fyDy7fl29DysfsraX/wANiD4zf2lqh1pfCB8Grp5ZfsaW5vBdmUDG7zC4VT82NqjipPGv7LWk/E6P4laf4o1fxJ4j8M/FDSodGv8Aw7fXatpemQJDLDJ9jjVFeFphLukYu5LIhXbt59QoqVFKPJ01/Ftv8WC0k5rfT8LW/I8d8KfskRad8RNB8V654n1rxJr3hDQbjw74fvLqK3WTTYrjyfPujiPbJdy+REGlKhNqYEa733ed/CP/AIJl3Pwr8ZaRqV18fvj54v0vS9UOsS6DrV7on9m6lc7zKJLj7NpkM0hExWXPmg70UkkAg/U1FV1v/W9/zFbTl6f0vyAdKKKKBnhv7UH7GN9+0x4z8Oa1b/F74sfDeTwxHKtrbeE5tJW3klkG1rhxe2Fy3nBCUDKw2ozgAb2zFc/sNRX37KGq/Ca5+JHxKvLfX4r2DV/E1zNps2u6rHd+aJlld7M2/wB2XapSBSqxxgHg593oqeROLi9n+o72afbX5o8T8P8A7Ftt4Z+E3gfw1D408X3mofDWSKTw3r92th9vsRHataCJ1ito4JY2t3eNg0e5g5IZXCOuhqf7LL+IvD/jI33jPxVZ+LPHGlx6Pc+KNGeDT9S0u3i80wrZERskXlvPO6s4kbdKcsQAB65RVdW+/wDX6CWit8j52+PP7A2pfG/4j6V4mtfjp8bPA13oulDSra38O3OirAATmSbN1ptxIJpcLvYOAQigAAYq/wDEv9gnR/ip+yZpPwj1TxV4uu9O0/UtO1S41q5ngl1XVZrTUYtRZ7hxEsbNNNF85WNR85IAwBXvVFHl53+e4rf5BjigDBoooGFFFFABRRRQBzg+Jfh8/Ej/AIQ9tYsE8Uf2cNXGltMFupLTzTEZ1j6vGHAVmUEKzKDguuaHwt+OXhL41eAH8WeGNcs9V8OLNdWx1KPcluTazSQz4dwvyrJHIN4+Qhdykjmvh7/gpVrXi/wl4j+Iepatq2kafb+BfC+seINB8U6Rp1zP4i8OaDdacY72xdYYjFG091bN5Fw20IliZH3ND+8+YPiLo2raR+zZ4N+HM2jw6Bo9v4j8E+GJJbX4X6hcaX4g0+8aGPVLJra4EiGWArOrQpGGkUQtEwMjRoAftiHBA5HzdPeuW0v4r6Dq3xd1fwPb3kknijQdKs9avrX7JMqQWd3LcxW7+cU8ol3s7kbVcuPJJIAIJ+Y/2o9X8N+HPgt8DbzwToui+G9B1rxBp3hO1XxR4f1DT4dE0j7Ldttaxkks5rcxi3XaJQu0DBBU4r470v8AaV8G+HP2kNV1y88SfCfT7u9mh8K+LVvrK7OneH7HS5LyWHVrSWHVpJL9L6bVoI4U2ozLFcO3l/ZploA/YDTtbs9Ykuls7u1umsZjbXIhlWQ28oAYxvg/KwVlO084YHuK8J+HP/KU34yf9kq8B/8Ap38Z1xv/AASC8I6Sv7NWq+NLTw78PNH1rxp4p11tSu/COjtpttrAs9WvbOK5lVppmkldYNxcuc+YBlsbj2Xw5/5Sm/GT/slXgP8A9O/jOgD38uB3FIZVH8Q/OvGfj78I7fxV8QbPxT401TwtefCvw3oF+dW0HXNLW5tzcloZFvzI7+UvlQxzKd8TkLIdpXLZ+KfgdJ420yD9m/4beMo9Wh8CfEz4meK9V0vR9ZaRrseGLS0vbzR9PvEf5ig3QS+TJnYkcKOPkZamMubTr/wbfitV5BL3Y839bX/4B+nu9fUUjyrGu5mVV9Sa/P3U/AjfF74j/tUfAmHw/d694J0PxB4L1az8P2F8dN+z218La4v7e3lWSI28ZNpJMfLdSrTOV+Y4r0T4O/An4QeIvCPxS/ZntvDF34TuLW3sLjxTp7a5d6nPrmm3m4xzLqM0hupY5Ut57cs7LJGUcAAbHYTuvy+649rc39J7fefX5cDvSCRT/EK+M/2Nv2Evgz4I/aV1zxp8OPD15pFl8PZbjwxasde1G/ju74on2uTbcTyIFhz5ChVGJPtJOcJt3v8AgpR8QPEXwq1H4c6zpXgqH4u6Pb315HrPw+gAk1TXIGhQ/bbKBlaOeWzwxMcpSMrcH51k8sklKyi1u7fj/wADUUdW/L9N/wAdD6uMigfeFKHUnGRX5had+1tB8TfBXwI8LeAry4vPCvxw+J2rW194etZJbObw3Y2djNdP4fuhIqyWuJo42uYwmEiaeONZIym766/Yw1Pwja/En4w+GdDs7rw74k8P+ILY+IfDouUm03S3msYHt5rBURFW3uIVWQkqrGUTBlG0VUbu/wDXb/OwpSs15/8ABX6H0JmmmRR/EKTdzXhn/BR7QIdb/Ya+K00lzq1rNpfhLVr6CSw1O5sXWSOxnKljC6F1zzsfKEgZBxWNar7Om6nY0px5pqJ7qHB7ik8xf7w/Ovif4peJvFHhn/gmD8GNY8MabpfirULLTvD00/hC/uTCfHEP2JBJpkTBXJmYHzVUoyMYMSYjLkeF+Lv28Ldv2bfGWqfDi08QfDzUPGHxH8M+ALzwILT+z/EHgWS6uY4LyVrYhUt7m6h3iJomMRKpMshkL7ehxfPKC3TS+baS+9swjUTgqj2av/XyVz9TdwzS7sV8z/s6w+Dfh9+2B4q8IWuiyeDfGw8Jabfto1hfC40XUNNW4uY0vYsRxs10speKZ5V348nBYHNepfHPxJe3Om/8Itod1NZ61rdvK8t1CcSaVZoP3typ7PysceefMkDYKxtjGpUUYc/r+F7/AJGkbuXL6firnookUj7w/OkWRWHDA/Q18gf8E1fGmpWv/BLH9n3TdLnM3irxN4PsIrWab98bf9wrTXkoY5ZY1O4k/fkeNCQZM1sf8EeHuP8AhhjTFury+1KePxT4pja6vJjNcT7fEOpDdI55ZjjljjJzwOlbVIuM3DsSpe6n3/r9D6pzSbxnqKDkivJvjt8Hm+Ifj/w3rPiDVPDc3w18N6fqT+IdB1rTRc21/K6RGC5LtIIo/s6xz5MiSArK33SAwzcrFHrW6k3D1Ffl18C7nxZH4s+C/wAO9cj1CP4S/Fb4t+KdZ8NaLqW9mk8K2WmT3enWsscnzravcgXEcDgbYRChUINg9g+HvhjxN4+/aV/aM+DnhXWtP8M+FfB/iTwlrttY3Wntc2Isb61SbUtNjiSSMpDcG2diobYGuZMqQ7LRG7V/T5Xtv6Xd/QJaX+f4Nr8baep9y71z1FIZ0Dbdy7uuM18g/sm+DLnTP+Ch/wAX77wDZx6L8FLbRNO0i5s7WMQ6XeeKYp7k3ctnEoCKYrcwQ3DRgK8wAbdJE+Nr/goJ+yP8HfiRY3HxQ+LWjaj4kXwVpJtNIs7fWLzTWWWaYfu4zbTR+ZJcSm2iUPkBlXHU5ObRPv8A1/XkO3vOPVW/r5H1IZFH8QpQ4I618nfCj/gnvovwC8I+EtNnu/Da/DfQ4dX1bxboGtQzapZ3t9ciF450mup2EcVoscka+cJP3Rz8rZerH/BKDw54m0L4IeLrjUl1G18F6v411XUfh7YagZPtGn+HJJFNom2T5o4mbzZIom5jhliXAwFFdWvK/wCNrevVeREpNJebt+F7/o/M+qqTeD3FLnmvkz/gtjoaXn/BM34u6kt3rFpeaP4cuZrZrHVLmzVmbaD5ixSKsq+iyBgPSpbsjSMeZ2PrFplXbllG44HPWl3rnqK8S/ak/ZL+H/7Wnw38P2fxOt5tQ8MeFZ/7ca3TUJ7BPOS3kiErywSRuFRJZTjdjLZPQV53+wV+xh8OfBvwf1jxP4T0zXdA0n4rJa6paW8XiLVBcWmmoN9moma4M0byI3myKjgEymP5lQE1/Nfp/X+ZmpXjFrr/AFofWHmr/eXv3oWZWcqGUsoyRnkV8r/8EXrmbUP+CZnwtkuZri6na3vd0s8zSyMP7RugCzsct079gBUP/BQP9jv4N/EG6uPij8T/AA/feKNW0vT7Tw9oVjHrl9pqtcT3TxwW6fZpY/muLi5hQswbbtU9AaU7qXKu/wDVio6pt/1/SPq7zFz94U7cM9a+Bb79mmx/ZL+Mn7PXw/1BYP8AhR8dr4hu/ED6jcyTaXd+I5EgksxdG5kf9yEN6LeOVmUNGgGXVCPQP+CUvxhk+Itp8ctAt5pbjwz8Pfijqeh+HGbmOLTnt7O7jih6/uEe6kWLB2iLywoCgAOOr07N/JS5X+L+4mUrJN90vm02vwR9dbqTcPUU0qR614t+038HYPEOtQeNNQ0XXviJYeH9FvbIeBYbbTriy1OWZomFyVu9uJoxE0alJRlZmG1jiplK39f16fMpHtXmL60CRT/EK+Gv2EPgzN46/Y7+CupeJ/iR4V+Inw98L6JrP/CS2mq2Ul9aXEz3BMKebctGY/7NVJrY/aYSwVHBWNh8vkngrQ/iF4b+AvgttQTVrH4D+IPjvc3iWd+0imw8DyxznT4rhXw0WnyXwhbypMKlvNEjgR7lpt+/7P8ArdL9b+gr+7zff8k3+lvWx+oW4YpN6juK+Ov2Hfi9Y3f7f/7Rfw88LSWrfD/w9aeGta0mKy2/2faXN5b3cV2trt+QRs1pGxVPlEvmnG5mJyfF3xK1b4+f8FLvid8P7nwvH4u8NfCTwXpF9aaPfXKwadNfag148lywZHSS5EUEUUIdQqf6SS6bhlSklZ9LN/crv8rFW3v0tf52t+Z9ubhSbx6ivg60/Zu+H37c3wY+AOraF4f8V/ET4e6H4W1BdKvNR8Y3mh31lP5liiJeT2sizSTYt7mJkAeIPGQ2Fw1fTH7GnxU8E/Fr9nfQdQ+H+n/2J4b09rjRhpLRLHJo9xZzyW1xayKrMokjmikViGYNjduYMGq1F2bfQm+l/T72etA5prSKvVgKOnPvXzl/wUd8W6lc/ss/E7w/4fvrnTb6DwVquqajf20hjl022S0mMaow5WWaRSqkchI5mBVlTOFat7ODma04c8lE+jRMhK/MvzDI560NIqlQWUFuBk9e9fF/if8AZY+Efx5/Yb+EfjP4yW13f+Gfhj4Aj1UpHqV3ZR24NhbPLcFraSORyscDAISQd54zVbwB/wAEm/g1efs42dr4y8O3th4dm1c+Nr7SH8Q6iE0+f7I8MMTXP2jzttvBIwPz7GdpG2gNgb1FyOV+n+f/AA5z06inGLX2v6/y+8+2t4B60hlVR94V8x/8E2f2WfAfwa8Bah468DaNeaHY/E5LfUrO0uNUu7822mhCbQE3MsjLJIj+c4zw0uzogrmf+CoOhJY+PP2dNYjutYjupfi9oVjLGuqXK2ckO27fDWwfyGbcFO8pu+UDdUy0cV3aX3uxXN7rl2Tf3K59hecgbbuXdjOM0u9fUV8sf8FBf2Svg78SbC4+KHxa0fUPEi+CtIaz0izt9YvNNZZZpgPLjNtNH5ktxMbaIB8gMq46mvSP2Mv2VdH/AGQvgpa+FdFt/JNxdS6pfgXlzdILqY5dY3uHeQxIAsaBmJCoueSTTjqtf6/pDk7Wt/X9M9gzSF1HcUL1NZ+v6bJrOjXdrFdXNk91E8K3MBCzW5YY8xNwI3LwRkEAjmplKyuNauxobhnrQHUnqK+EtO+FkPwR/wCCgf7P/huHUr7wq2h6BrFpf6/qcdtb3Xxhm+yRqIH+yARTSwlXu3+0LFKGUNEjqZmXrPgvoS+Ff+CxHxVsbW81i4s5fhj4dvWjvtUub5Y5ZNU1neUM8jmMYVMImEAAAAxVdUu9/wAL/wCQbRb7JO3q0v1PsDzFz94Uu9fUV8Dft7/AHxHofwK1CDTb7TvEX7RXi/xytz8Ote0zTDZarpUZ1BJ0SWYyO32W0sg6TPlIXiUKYyzhW+hP+Ci1z8QLH9gn4pSfDL7W3xDj8N3LaSbFN1352z5jbrzmfy95jAGd+0danm/d8/8AX9dPUqMb1FT/AK3se6GRQetLvXPUfnXwRovxV8G/Db/goJ+zn4X+E9zpsehfEfwp4gsvEUejujwzC2tLa7sri5Izuu1ZZwHkzJieTd96l174Px/Av9sn9m3w8Na1bw9caPdakmo+N9YS0gu/ilI9hNs0t3tAFlmLv9oYXSRMfsgaMSvuda6r1a+5tfp+hnGV4Ob9fwufe9FC9KD0oKDdzTfOUMBuXLdBnrXhv7QXwm0zVvHV94z+I+oeFNS+Emh+Fp4rvQta0n7VHa3fneY9+HZzHzAPL2+Uzg42uNzq/wA5/AL9iTS/jN+wD4LuP2nIdfuNG8A3OteItM07V9XvLW+0XTHnmbT/ALZPDKkxmttOPllWdtvmMGyycZ8/uuT6f52/4I+tvOy+6/8AwD7/ANw9aN4x1r82NR/Zg039nf4S/CrWvCejah4d+HPxO+Immar8QbK41S7u49O0FrK4+w2ty9xLIwt/tJtPtILbGeeRW/dEqPYv2HPi9Y337f8A+0Z8PPCslrJ4A8O2nhrW9Jistp0+0uLy3u47tbbb8gjZrSNiqYUS+acbmYnRbuPZ2+5J/q/uIctL9LJ/e7H2KGBpPMX+8K+P/wDgrToscXhj4RazFdatDexfFbwhZhItUuYrR4n1mDdvtlk8mQnnDMjNjgEVc/aaa4vf+CgvwytfH39nt8FZvCOsSImqbP7Jl8RCe08pbkSHymcWZujCJARxOV+ZchU5KX3tfdFS/G9vUJSs7eSf3u3/AAfQ+ttw9aN1fJP/AASO+Mtx8VvhD8SNPa4urrR/AvxO8Q+GNBkn3FhpkNyJbWMFvmKRxziNM8iONByBmvrRfvUKV4qS6pP5NXX5j6uPZtfNOw6iiimMKKKKAPj34zfsD+Iv2gfiV+0do817J4L8J/FvRPCunQ63ayJqNxqKWk982o2728h/dK8MqQYGF2zM4y24Dz39oP8AZK+KOtftieD9H8M/8Jx/Zvibxna+OfE3jf7NpJ0fTv7N0h7OMpCzNIt4XFiiJ9nKSbC5Zlibb+glFAHzT+0d+zr4u13wD8C/D8eteIvG2oeFfHOn3ms+IbgWtrqDW0dpeo97J5MccSyBpIx+7jALEfL1rjPij+w74h8T/HD4s6g2ofE7WdB13wP4bsbM2XjRtDvdVubS+1yae1juoQskTItxakMWjUm5YF9pfb9k0UAfPP8AwS5+G3if4VfsReFtK8XaHq3hvX7jUNZ1efTNUu47q+skvdYvbyGOeVGdWmEM8e/DH5iRnipvhz/ylN+Mn/ZKvAf/AKd/GdfQFfP/AMOf+Upvxk/7JV4D/wDTv4zoAm/bI/Z3+KH7QE3hqHwL8SPCfgfS9HnN7f2OueCpPEUWq3CMrW7Ntv7UKsTAuEIcF9jHBRcYY/Yr8beJdH8Ba54y+I2n+Lfil8PfFM3iaw12Lw8dM06aOa1lspbAWf2iVooXtZSm5ZWIlVZtrEFG+lsUUoq39f12CWv9dz5nX9gQal4k8UeMtU1O0n8feJPGGneMhIiTrptpLp1utrZWhRJEeWJIQ7Fiy7ppWkKbcRV1nwO/ZcuvBP7QPjr4reJ76y1Pxp46srDRzHYQPDY6Tp1l5xgt497M8rNJcTyPK23cXUBFVBn2zGaKf9fhb8tA6Wf9dfz1PD/2OP2WtY/Zb/Z81HwjdeJo9b1zUNc13W31j7GVXzdR1K6vVJjZ2LmP7QqnLfMUJ4BqO1/Z18d6PqXgHxXN4y0jxN8RPCfh+48Pavf3ui/YrHxJHcNbSSyCCGQmzk822jYFGkQKXUq2VZPdKKnl7/10/Jh1b73fzep8y+IP+Cf/APa3iCx8bQapplr8TNN8bHx1Hfw6cyadJctpo0qS1aHzC/kvYrsaTeX8zEoBAEVdx+zn+zFL8Ivib8SPHmsahbal4y+KV9aXWqvaQtDaWkNnarbWltCrMzEIgYtIxBdpGO1RhV9ioqldfl+X+SBpf183+bY3H+zXmv7WPwe174//ALPvirwToOvaX4ZuPFem3Okz6hf6RJqaQQXEMkTlIo7i3PmDeCCZMDbypzXplFRKClHlexUZNPmR88+Gf2QfFPh74O/CvSZ/F+g6h4r+EEkJ0jUYvD8trp99HHYSWDRz2zXcrhmhlkIkSUbHKsFYBkfN+K37Acf7QkfijXPE2oabpvjjXH0K40+/0uxZrfR5dFvZL7T2Kuwe4IuJZDISU3xsIwEwWP0xRjFW735ut7/PTX10RmopR5OlrfI8B8Pfsm69N8c/FXxY1fXtJtfiNrHhBPBuizadpzSWOg2ySy3BlMcjhrh3uJEdgxRdsEaD+J22vHX7KVr8T/hXZ2viiz8A+LPiNb6FBpUvi3W/B0N2s8yriSb7KJVKRs7SyCFJwqNIeT39korN001yvb/h/wDN3L5teb+v60R8t/sqf8EzPDn7PP7I/hb4c65pfwv8b614L046fpmu3XgKKKNv3ca+dNbvcSu8jGJDIyzpv2rwu0Gt3/gnP+w/N+wh8ErrwfNqnhXXpJ9TvNR/tHR/C/8AYckv2i6nuSkym5uPN8vzyiHcNqKBz1r6HorZybbk+pHLol2ENeHftofs8fEj9ojRtB03wN8RPC/gfT7G7+1avba34Ok8RQ60FwYYmVb+1Cxo4LsjbxIQgPClW9yorPlKPmG2/Yl8e+I7Lwb4g8cfEzTfGHxO8A+LpPE+laxB4bbStNEMlkbCXT/sf2mcpE8DynesuRKyybWKlGs6h+xj42t/Dfxc1bwx490nwj8TvjFqdtd32vHQpNStNHtLaCO1htIIRc28jFYI2/fGVT5s8siqmVVfpWinJXvf+tv8kEdLW6f8H/NnzP8AA/8AZa+Nnwx8I69pur/GrwnfOvh6TRfCUeg/Do6Np/hmcg7buS1bUJ1u2RljKozRgBXGSJCa6D9qL9lfxD+0t8EfBPhW68WxW2oeHvE/h7xDrOoDTtqa4NNvYLuaMQq+IRM8OcBmCZx81e8YzRinrdS6pp/c7/mTypq39aqx4X+2h+zx8SP2h9G0HTfA/wARPC/gfT7G7+1atba34Pk8RQ62FwYY2Rb+1Cxo4LsjbxIQgPyqVbqP2a/hr4++HPg/UYfiN4+s/iJ4k1DUGuzqNjoLaHZ20PlxxpBFam5uNgXYWJ80lmdjXplFKKtfzKlrbyDFeI/t+fsv+IP2yv2YvFHw10XxXpPg+HxdZSaff399oMmrukTYOYo0u7fawx1ZmHtXt1FDVyoyad0eO/HT4CeLPjd+xj42+G954q0u08UeLfDV/oKa7Y6TJa2ts9xA8KzC2a4lcbd4JHnEnBwRmuo8OfDXV/AfwN0fwv4f1TTbTVND0u2021vr7TpLu2/dRrHvaBJomOQp4EoIz1OK7qilKKbk39q1/le35shK3L/dvb52/wAkfOP7I/7Hvjz9lT9jL/hVdv8AEbQr7VtLsLu20DxJbeEmtTps87zSiea1lvZluNksoYIHjDBMHk7q2P2kf2UfEH7Q3g34S6bdeLoobz4f+MdF8V6zdDT9kfiA6eS7xCJX/c+ZNskHzMEKAfNXu1FNq7u+6f3O/wCYNXVvJr7zzv4teCfHGu+K/DeqeEvE9rpdto7XS6jo19ZrLZ60JYwkTSOAZUMDAyKsbJvyVYgVV/Zk/Z0s/wBnHwZqlnFeSatrXibWLvxHr+pvD5H9pajcyb5ZBGCRHGAEjRMsVjiQFnILH06ii1nf+v6uN62v/W/+Y3bg15H8Q/gN4gf48x/EbwrrEK6w3h8+HJtM1e5u30sRec0y3EcMUojEwc4ZmjZnQKoeIAk+vUUuX+vVWC58V6d/wTA8dfC79mzw78Pvh58WPDujbde1HxR4tutf8DvrcPim/vLl7pgIEv7YQW6zSMRCWlBCxhmO1t/qnhL4DfGjRfhxbx6t8YrLxB4yi8Sx61cXtr4YXSNN1CxSJY/7J+zPNdNBC23e0qSFyxJAG419AUVXS39aWt+QW1v11+d73++54Fo/7JXibwnonxN1zw/42sdD+LXxPntp7jxR/YC3lnpKWqJDbW0Nk8o3wxwh1w8uWkmkk4yEW34v/Zj13SP2jNd+J3gPVtH0vXvF/h618Pa1Bq1nLc28gtJJ5LO6Ty5EbzI/tU6shbbIrIN0ZTLe5UVLjf8ArysC0TXf/NP80fMnwR/4J+r+yR4d8Hx/DXULKTVPC/hZvCjTeIEuJobmJ7pryS5EcMqIkjXMksjgLlwUQNGFDV6L+yB+zFY/si/BGz8I2N9Nq1y99e6xqupTR+U2o397dS3d1N5e5titLM+1AzbFCrubG4+rUYqtdfP/AIf8xW0t/Xb8hpGTXhf7ZX7EXh79qj4T+MdJg0fwHpfizxbpcukN4l1TwrHq91aRSQtCHXEsMhkQNlD5o2kDjivdqKiUFJNPYuMnFpo+VPHv/BPPUvFH/BM+4/Z/0/xJ4f0O7uNNstMfWtI8Otp9rJHDNA0rG0Fw53yxRMrHzeTITx0r2H9rP4Lah+0L+y58QvAOk6x/wjupeMvDd/odrqfkmQafJcW7wiXaCrEKXzgMDxxXpWKKqqvaX59b7k0n7O3J02PMdR+DnibRP2ZLPwT4K8XW/hPxLpek2um6f4gm0ZNSjs2hWNDJ9kaRFfcqEbS4xv8AauL/AG1P2S/GH7UOu/DmbQvG3hzwpZeAPFFl4sWG/wDC8+rS391aiUKhkS+t9kRWXkBWbK/ewdtfQVFOfvyU5bp3+adyYxUYezW1rferHiX7Xf7L+s/tR/Cvwj4cXxHb6PNofizQPEmqTpYuYdUj02/gvZLZY/NzGsrQgDLts4zuwa9pCEY+mKkoo1tbzv8APT/IOVXv5WEHU1z3xP8AAkPxO+G+veG7i61LT4PEGnz6dLdafOYLu1WaJozJDIOUkUNlWHIIFdFRUyjdWKWjufLtx+wRq3j34i/BW88Y+I7C88PfAWVr3Q7WxgumutYvBaNZw3F3PcTyviOGSQldzs8jB2lwCp2fB/7JHjvw9+3V4g+MV1488K3Wn+ItAsfDUmhx+EriKaGztLm7uIit2dQYeaWu3DMYNpCDCLX0TRVfaUu1/wAdH+AfZcfJL5J3S+/U+SPHf7Gf7QniP4zeKvE2k/tAeCND0/xExs4IF+GMs+p6Tpm7ItIL06sArYyxmWFd0mH2fKqj2nxR8LPHniB/iLDa/EeTSbPxJpcNn4V+zaFC114PuRDKk135sjut4zyPHIqSRqqeVt+YMSPTqKnl93lGnaXMeC2n7I+qeP8A4nWvjLx/rq3utaP4bu/DGipoytaDS470RC9vRLkFruYQQ4ZVRYVUqoYlmbi7r/gnlq/jV/ghofijxRbXng74C6xba9pSQRXUuqa9eWts9vaPd3FxPIyrH5ru4BkMz7TuRQVb6uoqv+A/ubf5tsWysvT5Wt+WgLwKD0oooA+f/wBr39nH4rfHXxT4XuvAvxO8H+CNH8PObybTdc8CSeI1v71WBhuWZdQtQPKxlEKsA+JMlkQpl/Fz9jrx98bP+CfHjz4S+JPidDq3jjx5pd/p934rj0RrK1T7S7jbHZfaJTFGsLCLYJm6FupIr6UxRU8ujj3KjKSlGS+zqvU85+JXw28Vaj4Q8O23g3xN/wAI5faBqFtdTq1rHJb6zbRKweylLKzRRyZUl4gJFKjB5Ncb4e/ZR8ReEdI+KmuaP4ws9J+LPxS8qSTxONFF1Z6O1vb+RZRRWUkuJIYE3NteXMkksjHaGCL7xRVd/P8Ar9DOMUkkuh88/tnfsi+NP2p/CfgjS9M8eeHfDK+EvEOkeJria98Ky6m+o3mn3KXKAeXfW4jid0AZcMcE4au08deBPiRfeIPC+q6H4w0mFtP0+6s9X0q40rbpeq3E3kGO827nnQwmOTbCJgGE5DSDaGPqVGKXLpbzb+9Wf4JfcO2t/K33bfmzzb9mP9nXTv2Z/hodBs7i41O8vtQvNa1fUp1Cy6pqF5cSXN1cMo4XdLI21RwiBVHAr0cfdp1FFvwH+uv3hRRRTAKKKKACuJ1v9oj4f+G/H2l+FdQ8deDrHxNrU/2fT9HuNZt4tQvZNrNsihZ/MkbarHaq9Aa+XP8Agoqmn+GPi98O7TxQng3xFaeP9Qv9NtpvFNjo8NtoK29q94iia6spi4bYyqrMvzMG+avjP4B6NaW/h34f+E/B9v8ADOy1r4ifFvxP4XTWPDsugR6/4XgXVNduf7Rs/wDiVysrRRWm6Jtyr/qtmxWTYAftLWTZ+LNK1HxNfaPa6np9xrGlxRT3tjHco1zapLu8p5IwdyK+x9pZfm2NjpXzZ+2P4m1/9nD4U/A/Sn+JPiiJrjxzpnh/W/E0qWq6jqdq1peb2mVLfyNzsiM22JV3DIUV49d+OvC0P/BUKxf/AIXJrqRzfDCeI6k8Fr/aEjrqkbLbo/2YR+Vt3uytEzbtu11VWVgD9Cq+f/hz/wApTfjJ/wBkq8B/+nfxnVX/AIJ7aj4J1Hwn42bwP4k+LHiK3/4Si7bUZfHX9oectyxy72n2yNP9Ek++nkfuufl28rVr4c/8pTfjJ/2SrwH/AOnfxnQB9AZoryT4u+BvFXjv4v6PBdXH2L4W2+jXkuqzaf4ivNH1RNR3w/Zzut9jNAIvtGf36ANglX+Xb8//ALGfiD4p/H/9kvS9U1bxhqq+GdF8fas1tq0tldS6x428HW89yli6PaPFOs8q+Q6zoGaVIlZlfzW3QpX/AK87f8Fd0P8Ar8L/APA9T7bzRmvzb0L9pvx5pXgBdOt/FWrv4V+KXx7tvA/hae7vnm8QaJoflebeQzSuWuYZ3e1u1RbnbcwRzru2MqKvsX/CYeNof2sfjJ8CfB/i660ue6+HuleLPCmra2Z9abQLu5nvrK4VjLL50sW61hlVWlyrSSYO3Cq4zUkmuvTrflUmvkn+Yno2n03/APAuW/3n2FRXyL+zz4n8QXn/AAUS8XaDoniHxBL8PPD/AILtE1jSvEN3evdya7JdPsubOG/drpLX7Ojq0q/uJGKhGd0kK+zfGLwX4u8e/FHwlY28q2/w6+x6hJ4jks9dutJ1RbrbD9j8l7cB3j/4+N6+bF/A3zbdtCleKl01/C/+QfacXvp+KT/U9UzRX5o/Br9pT4qeKbj4b+EdQ1zxFdfDHxh8aPEXhnS/GJuXj1HV/DtjY3NzYRfbFxIwnuoXhW6VhJLFbffZpN7fSH7FPx0vfEf7Un7RXwqk1W91vTfhRrmlHSrm9u3uri3t9R05Ll7V5nLPL5U6XGGcsyq6pn5KqPvfdf8A9J/H3vwYnpLl6/8ABa/T7j6eooAxXgH7engXXPiV4Y8E6Lo/ib4qeEVvvEy/bNQ+H86Qaqsa2F4yIzyxPAsDTrCGM6+X93LLxUtjWp7/AJozXxX8Tvj5H8E/2L31rwfqXxG+IumeAfFI034iQ3url/GEcaErdxI7OgFyskls6xWzIskLf6P/AKyNj534h/bev/G/7NOoeMvg34t1PVPhj4s+IPhrwnb6vdX8l1q3hm2ur2G01eVzcFp7XaZAiC6/eRO7uFWPyqqPvPTq0vvaSfpruKTsrvom38r3XrpsfoxRmvlX4UfGe48B/wDBTvxX8EbXV9V1Xw/N8PrHxnbw6lqM2o3GlXQvprSdFmmd5dkqG2fYzHayswxvq58bfHPiLxV/wUQ+HfwvubrWNH+H+qeDdZ8RyTaZfTafLrGpW9zZQJam4hZJQsUVxJKY0ddxZS25UxUxkpW5et/wvf8AJjejafS342a/NH09nFGa/Nn4E/tl+M/j18V/h58MbrXNXm8I2/xT8beC9Y8Q2t29veavDo9u1zplo13EQ6u8UoZ5EKvL9hb5vnfP0N+wJ8fb74g/FH4/eALzVLvXbX4R+Nl0fTL66na4uPstxYW14sEkjfNK0Ms08W9yzbY03MzBmpwfNa3WPMvT3fx95Cm+Xfo2n5b/AOR9QUU37wFfPH7ePw61/wCKP/Cv9H0bxV8XfCMM2szSXN58PbiK3v5NtpMyRTPPFJbrAzdfPCruVfm3baTlYa1PonNFfNej6/pviL9h/wARf8IF8RPHL3fhSDUbW81fULpLrXItRtRKtxb3Zuon2SLMDlURFVdvlbU215Hrn7bXiX4I/wDBHn4F+MpNaurrxx8RNM8H6Aus3aG+mju9U+yRTXrKyt50qJJNKqsrb5FUFW3bacXzNqP923nzXt+RLla1/wC9fy5bX/M+8KM18/8A7O+o2umftC+KdCXxZ42jv7HQNNmn8IeJrpry4gDSXIGqx3DTSq6z7TEyRMERrb5lVmra+LngjxJ40+LUn9tXz6T8JrHw3NPNead4ou9F1GDU/O+Z3a32EwLbgkMZ1VW3ZRsqyJy2t5/hf/Ipb2fl+Nv8/wBT2ajOa/O1PjD8W/E//BCrx58QNU8aeLNB8WaB4c8T6loWuwR29tqGu6dbG8/su7uN8LNG8tslvLvi8p2yrbl3V90fB+/n1X4V+G7q6mknurnTLeSWWRtzyOYlJZj3bPeq6tdrfj/wwnpa/W/4W/DXc6qim45ryf4u+B/FXjr4v6Pb3Vx9j+Ftvo17Lqs2n+IrzR9UTUfMh+zndb7GaARfaM/v0AbBKv8ALtly/r8SkrnrWaK+I/2M9e+Knx//AGTNM1XVvGGqL4Z0bx9qpttWlsrqbWPG3g63nuUsXR7R4p1nlXyHWdAzSpErMr+a27zFf20/G3wh+BOvXFv4m1WfSfiR8b7XwB4Bub+RtS1zw5pk/lLdeck2+f7SrQ3zQQXStKnmwK6/8s6ad5cve1vm4r85W+TFLRc3RX/C9/lp+KP0qzRmvBP2aL+xi+N3j/RYPFHi5rrSrTSzceEPEdy95daFvScreJcvNN50d10+SRkVrV14betcl+2f8LPEHxT+OnhaOx8ZfHrwnpWl6Le3k0fw8uoLeHUX86DKXRuIXiLKmdiqyytubZn5qG7SjHv+ib/QOj8v1t/mfVGaM18jfHPTof2lvgr8Gf8AhWfxE+Mtj4V1O5M8Gv8AgXUt2rX8UdlL5SXdxexyptZx8/2rb+8XazB/lr2T9kjxL4b174OQ2/hrxL4k8UR6He3Wlahc+IbyS51eG/glZLmG7L/dlSTcNiqsYG3YuzbT6tdU/wCvzE3ZJvqeq0ZpvevJ/wBrL4kat4Q+FmrWXhi5+y+KtQ0u8ns7jYJP7OihhLSXbK3B2ZRVDfKZZIlPylqyrVVTi5M0pwc5KKPWqM5r4I/Z++P3ib4sQ/scfDvVPEPiBofG3wpk8b+J9Qh1Ge3v9XntbTTIoke6jdZtrTX7yybWBdokDFlZlbq/gL408efG3R/in4Lg8X3VhH8Hfiq+j3l7LDc3moavoC2lrqP2NZYZEnFx5d4sSzKzSN5C7vMZm3b1IuMnH1d+llLlb+TMI1FKKkuttOuqbX4L8UfZmaK+W/8AgnZ4z8ReNvGPxsuZNc1TUvh3Z+LksvB1nrd3Lca1pUcVnAt4l0LgtdQq12ZHiiutsqxsDtWNo6o6h4t174yft8fFbwL4k1rxF4X8I+BPBOj6noH9marNpX2uS9e+F3fvLEytJ5TWsUSo5aNNrMVzJWc5KNn3V/wuaR1Tfb/NL9T6yor4h/Yc+LXjb9vL9mb4b/ELxxqYsfAGoeCLh9W1TSvEV5oF+2t295LbTXDi18rEDRQtIP3qrGzN8jfKyem/8ErPiT44+Lf7GHh/XPH1xfahqVxeaimmanfQCG71nSUvp0069mQKuJJrRYHJ2jduDfxVbi03F9P87fj08iXKyT/ra/8AXmfSOaAc1GwyelfMX7b37N3/AAlOtXvxE1b4yfGT4faD4f0WKyg0nwRryaamoXDTSj50eJ1lnleS3ii+783y/wAVRfYs+oc0Zr5d8H/s6+Nfg/8ABzwTb+Jvih448QaPoT6hqPjFJ31DU9d1bz0/0a3trmwMVwFtWYL8kTeaq7iit08H+Bv7Q/xC8ReHvgR4J1jxZqF1pXxj+I/ib7HfQ6rv1iDwxYQ3t3ZWFxdxP5iXX7q3SVt/nqoZHYSb6reXKv61t/Xoyfs8z/rRv9PxR+jVFfN37I3xY1Sf9qn4/fCu+v8AUNT0z4b6hot7o1xf3D3VzBa6nYee1u80haSQJPDOys7MwWVVztVa53SvF2sftO/tcftCeE5vEHiPQ9N+FNjo2j6GmkapPYeTe3lg99Nev5RXzn/e26Kku+NRAfl/ePumpNQV32v+X+ZUVfQ+s80Zr8/PBXjXxl/wUI/Zu/Zv8by+L/jV4NuvEXgy71jWX+G09vZrf36nT0ZLhriN7ZY2/wBKZFba/wB4Id3y19g/s0+M/DPjv4HeHdR8H67qPiTw+9uYbfUNSup7i+meJ2ilFw8/73z1lR0dXwVZWXC7cVpKLTafR2+52uRzXSl0f9WPQqKB0qOWVYlJY4C8kmovbcokozXyL4Y+OHizxx/wVM8NWC6xd2/w/wBX+Gus6lpekKcQ3TRappkSahIv8TSK7+Xu+7Ey4wzyVzPi+T4j/DX9oz4EeE4fHmqal8QNR8S3t540vrg3un+Hdb0MW93I1va2lzM9s90u602pZ7pE8qSRljj3ClGV1F/zafi1+jYus1/Lr/5Kpfrb1PuDNFfnt8TP2220D9p3xR8JfEWpeKPB3xsvvEqJ8P7uXWHi8K65YyOj26YEn2XzEts+fazp9pdiWh3s8W3751HV7XQ9MuL27mjt7S0iaaeWRtqRIo3FiewABNVf3Of+v6XUevNy/wBevo+hoZozXyb+z78XPGXjX/gpf8RdM1rUNQg8Ln4eeH9Z0XQZcxppqz6hq8Xmun/PeVLeJn3fMvyp/Bza/Zo8U+J4P+CkXx78I6x4w8SeJtE0Hw74VvdMt9SeBY7F7g6mZvKSCKKNd3lRbm27m2LuZttEdUn3/T/hglo5J9Lfjb/M+qKKAc0GgAzRmvG/i34I8SeNfi5J/bmoPpHwlsfDc0015pvii70XUbfU/OG53a32EwLbhmDGdVVt2UbKsnhX7DWu/Gj9pH9mn4UXniq6nvfC95qWurq2ry6ncaHr2saRFNOmh3q/Z0VmaeFYpJNskG7cj5ZWaNpUrpy/r+n07h1t/W1/689D7ZzRmvzz+Hut/ET42fs+/Fjw7F4x+Kw8H6X8WE0LwX4u8N3DzeI59IjltvtAiuWSX7RFFd/arf7ROrq0cbeYzKpevpr9jK40TRPD/iHwjbeMPiB4t8UeE9RW38R/8JrqK3WtWk8sMcsW8RhYFieFkZDbqIm+bGW31UPejzenrqk/wvZ+ZMpWf3/g2v00PcqM18V/t8ftr6D+yV+0NY2vxdk8Z6P8Ktf8Pp/Yuv8Ah3U7i1h07VUnlFwl/wDZZUljjkWSyWKeX/RkbeHZN26pPBnxX8XfEn9pr4M/CXxRr93IrfDC78ceI7vQ9Ua1bWbsXFnaWw+02jJujVZ7iRvKZUkfy2+6oWphLn272+67f4J/h3Kqe58W2n42S/M+0KK+c/8AgnX8bdY+LXgz4j6Lrl7cand/DH4h614Ohvrht893a28qS2zSt/HIsE8SM5+ZmjLN8xavoocGq3SkuuodWu2n3DqKKKACiiigD5H/AGy/EHgv4jfFnwfcN4+8E2N98PLi7miiPjBdKu7W9liktJkkaC9t5lCxuy7cgbjznpXyD8ILyz0j4WaD4sb4p+BfDt38Mfil4p8YqNZ8RXuuCe3Gr65FIEsW1gbmmtbt3jlWOR5PMRwJmfc3667R6Dnk0uKAPlH4nfGnwb+1R4n+AfiPQtes7j4faTeXHxL1PWZCba1s7S2sbqythcmcJ9n3Xd4WAk2uWsZl2fJKY/PviD4b+J3xP/4Wp+0V4W8L6t/wmXhG4sE+GWgzRmF/EukaYt086vHLsljOpf2hfwgSIpQR2kqpL5aGT7l1HRLPV2hN3Z2t0beVJ4jNEr+XIhJR1yOGUkkEcjPFWtvTjp09qAPKP2SP2vPBv7Z3wbs/F3g3VIbxci11SxZZYrrRb1MCazuIpUjljlRwyEPGhOM4xXLfDn/lKb8ZP+yVeA//AE7+M69+SCOIYVFUEljgYyT1P45P514D8Of+Upvxk/7JV4D/APTv4zoA83/4Kr+NP2irK08LeHfgr8B7P40+F9YE0niyKfxjY+HwyIU8uzf7Q6tJDLlzIqfeVBG3yMyu74W65+0h4p+D3w78deOfCN/8PvEuieJLqTXfhvoGp6dd2r6Ubd7e3ja6jWXzUiIW42Q/vGZ9vyhQB9i7F9B+VGwegqYxsrA97n5zxfsJePPHWp/FD4zXWg32l+N9U+K2h+PfDfg83UKwyW+kW6WClnLgJJfWrTs5dUdD5YKMUw3p/iv9nDx/8V/iJ8bvihotx4h8CeK9c0bR/Cng97P7PHfS2OnSy30siG5UrC91NdT2+Joh5awh8OGFfZBjUn7oo8pf7q/lRGPLa3TbydlH8lYHre/Xf0vzW+/U+NvD/wALfiD8Zf8AgoNb/Ga98I6h4RsfAPw9u/D+l2s1yjHxFqF7MkssUxJR1it/s8W1tmx2nZg/yEVzX7YfxZ/a81v9lP4Vw+F/2dNL8aeL/FtkZfiV4ftvHNho0WisI4/9BjuJJv3kUrM6s0MjHZEy7h5m6vu/aM9B+VBQHtT+yo9v82397YL4nL+tkl9yR8WfCnxL+0F45/Zu8N3fxS+CPg/wnN/wmC2+seAVFp4gt9L8PQ2bCB7eS2lZDILqOJxhJGUPgRhVyPTP2FP2bJvhJL498caxoFr4V8VfFTVo9RvdFtfJ8jRbW2gS0s7RGhOxtscZlL4Ul7mTKjAA+hvLX0pQijtT2ba6/wDA/wAkHS3b/g/5i15H+0NpvijSfGfgfxZoB8SapY+G7m8j1XQ9OuxDb6hFPBsWaePYzz+SyDZGgzumLdFIr1ygqD2qbDTsfBvw5/ZY+IXg6DUvjBdeE7q48Z+JPii/jrUvBLX0Jiis1046RbgShyrTRW6x3edhdpMx+Ur4K9Vf/BjxVa3/AMYPiV4T+HGi6PrXj6XQ9Pu/D+o2SXVt4lsrW5c3l/PBvi/0mW1upYgJF8wC0iyJRtSvsgqD2pNgz0H5VUbrbpa3ySVvSyJavv31+9v82fJnwc/Z81rw38Sfij8atN8Bad4b8W3Xhz/hGfBvhhFhtoZrW2M1zFLKylNsl3cyqGEixtGkCA9C1a3xJ1f4n+IvCvwp1LxP8J/C/ij7R4bmvPFXhx7aO9k0nxE0Fr5MFvc+ZIscau97E0oSRdoBMigjd9OeUv8AdHr0pdg9BR5dP+H/AMx7PmXXf7kv0PjTwL+zJ4i/Zn+CXg/TYPBugeLrPxX4r1Lxd8Q9MuNIS5Ntd3sc9xEloqSMsQgujbW6uqTYiiB+Xlx6V+wV+zdcfAvwn4r8Ratotv4e8XfFLXT4j1jSIBD5GiAQxWlvYRPCfLkWC2t4l3rje29tq7go+gdinsKNo9KUVy7eny00/BfcEvetfu389dfxYoOa8d/aBtfFXhj4m+DPGGhx+JNa0vR4L+w1TQLC8ENrcG4WExXc0YVnmaFoTGqoMj7SzEgKQfYsUYxS5QPiH4ffAv4ofBT9in4tatpfw7m8S/FL4z+I9X8S3vhFtftLGPSHvU8iOFLpy0LCOGG3JPyl2diQp4HP/Dn9lr4ofE//AIJP/DvwP4y+HP8AwhfxM+DK+HdQ0PSTrllqQ1i+0M2s8QaWJhFEtw8EkJy52By25sc/fpQHsKNoHaiK5dY/3beXJ8P3E8ie/wDev58258b2vgL4ma/8fPil8f8AS/As1j4y0n4br4Q8E+GdQvo0h165V5r5mmkZojGDcmGAeYEUKjuHKyfLy3/BQv4lftXal4e+HOj+Af2adJ+K2japo0Wo+OLCXxzp+j20eo4XOmSCeXM9srbmYIzJLhFZim9JPvLbSBQO1HLbbbt063+9u5XW/wDXRL7krHwl+0S37S/x+/4JH+LND1T4LWsnxi+Jmkaxod54StPFOmwQeHILhbiGApdFjBOFj8o7d4LF2yVxgfTn7JureMr/AOAnhlfHHgv/AIQTxFaWiWt3o/8Aa0GqeR5aKit50PyHdgnC9PevUdintQUB7VXWT72/D/hyXG/L5X/Fq/5IbyWr46/4Kr+Nf2irK08K+Hfgr8BrP41eGNYE0niyKfxjY+HwyIU8uzcXDq0kMuXMip95UEbfIzK/2RjFJtGeg56+9S43LWh8cfDDW/2kPFHwf+Hfjrxz4Svvh74l0XxHdSa78ONA1PTry1fSjbvb28bXUay+akRC3GyE+YzuF+UKAPLG/YJ8dfES4+LHxivvDt9pvjbVvinoXxB8L+EHuYfJkj0SCO0i3OXASS+t/O3l1R4iY8oxjw36MmNT/CKXYv8AdFO2vN6fg0/zVxbrlfo/TXT8T5A8MfDj4kH4wfHH4+6X4Mkg8dXngy28L+CPC+oXiRw619iS6u4pJpGeMxGa7ujFtlEflpCTuw+R1fifxD8V/AHiG18dL4V1/wAT6nr3gm1s7nwna6zHHpOk61E0kjooCyfPM03lGctsVbZcs24EfSu0DtSbR6D8qXLbRf1e9/zB66+n4Wt91kfG37O37MfjT9iL4GfBu30+TxV4l/4Rmy1c+JdCsrxILWW91Oc30lxJEnmtMLecyQxJGW2rOW3YU577/gnZ8A9c+Dfw78aa94psZtF8WfFXxjqHjXVtHa4juI9FkuDHFHapLGxWQLBBDl+Nzsx2r9xfovYvpQEUHpVOzk5eTXybu/xRLje1+mvzta/3NiDrXzz+3V8Brrxl8JPGmv8Ag7w34k8WfEK+0I6RY6bp/ji88PRXa/vNisROluNpmd/nX5uhJGMfRFG0Z6VnUpqcXF7GkJOLUkfnn+yD+yl8Rfgt8Nf2X/GHiLwDrOg+L/hVol14H8T6JJ4jXX5F0u5s7RZL2OVJJPuXFhAyWsAfaJXVQAMjtvhr+zt8UPhX4JvPiBpq+INM8VeLvijc+PPFHhWxurMNfWDwCwhsHndZMxx20FrOwjVZHaMoBGxGz7V2g9h+VARR/CPyrWUnKXO9/wBL8zXzerM4wSio9F+dmr/c7Hwt4B+G/wAaPAHir9qD47eF/AizePviLc6TZ+EvBepahDFa39vpsCwLeSyGWLZLMss2Uk8p0WCNTu6n079qi28fXfxV1KPTfhj4V+IGlt4dhi8MTXlhC1xYapJcSi6Mk8jlVgWJbSXYyxB2TAkJwF+mti+ntR5S/wB0VEo81k9l08rWLWl/N/5f5H5y/tOfCv8AaB/ZF+B/wl+CvwF+ANr8ePhv4d0bb4lnv/GGneHxqt2r7hDPFcOGaGWQvPIiEq5ZUYlN6yfX37FPij4oeNv2d9G1b4x+FbTwH8QNRmuZb/w7a31vfQaLGJ3W3gSeBmSQeSsbbtxOXOcY2j13YM9KQRqDnauT1OOtVd6t7t3Ja0XlYaW+bmvnP/gon8NfG3xT034P6d4Q0+41Oztfij4f1TxMsUiR+TpVpcG5klbcw3KssUDYXLcDANfR5UGjaPSpcb28mn9zTH0a7pr7zxT9oaHx54V+L/gfxd4ck8Qa54X0u3vrHXfDdi9vHBctMIvIvJcxPPI0JR1WOHHM248KQflP4KfsH+PPAdrofxgvtA1CHx9/wubV/iLceExcwvHpematbSabcW6SI5Dsls0d4dql3kQp5Ss3y/ouEC9qQxqf4R+VOPuvmW/6XTt96CWq5f62a/JnyDoPgX4qfC/QP2ivjH4L8Dw618VfiNqtkfD3hfVLuO1hnsLCCGztjJK0ke0yJ9ouCshjZPMEZGVy13x78L/GvwC/aQ+NPjLwP4VuvFS/F7w3Yz24W4SNINfsYZLOKFzklYpbdoWMkgSOM25BcmQbfrHy1AxjgU4KB2qZR5lZ7Ws15af5DTsvn+ux8h/Cr4BeKv2BvAPw10nwnZ+K/H2i+EfAEXhR9Fi1BLa0F9CVkF40QWQ+dO+6PzOUiUHJINegf8E6f2cr/wDZj/Zd0vRtcWSPxNr2o6l4n1y2Zo2WyvtSvJ72e2QxsyFInn8oMrEOI93c172VB7UBAO1ayk23J7/5u7I5VZR6afelZP7haw/G/hGx+InhHUtB1SO4k03WLV7S6SG6ltpJI5BtdVkjZXXg/eRgfetyjaPSoautStj8/tU/Zk+KGh/8FavDPiTRPhv4wb4WaT4SuvDo8Vz/ABSlufs089zazib7HPctO8cfkbDblTG5wx6AGXxv+z/8X/2gLT9n34c+KtP8TSyfC/xzaeKfEfjy9vLR7q/XTBK9u6rGsUe68Z9jLEZGhjLB1YkvX33tGc4pDGp/hHr0pwukk+juvW7d/vfzFJXcn/No/S1vyR8Q/Ev9nTxJ46+B/wAQfgdrnw0/4SfT/FXiS/vLDxRcSxHbHfXUl0NV+bKpdWTTBYwZUkc20bKEBAHvCeH/ABX8XfH/AMSPBHjrwvHB8LbO10YeGdYtNZe3vtfkKyS3qytBOJovKligHIQSLIw+dd1ez7RjpRtHoPyo+zy9P+G/yH15uup8H/AP4A/FDwT/AMFe/GPjC++GPiix+F994Xs/D+neKL74nSaqsj2k2oS+ZJZyXDzSLJ9qVVjkXbCwLg7mONP9mKw+PFj/AMFPPir4v8VfA4eG/h/460vRtJtteHjLTrzyRpy35Ev2aL98fNNynysq7M9W5x9ulQew9aNi/wB0flRG6t5X/H/hxSu+bzt+CX+SFooooGfE/wDwVO8a/tKQeI/C/h34O/s8af8AG/wJdW7XfiVbrxpYaDHczq4EVlLHcOrSW5A8x1AKyfKjHZvSTl/jl8X/ANtDUf2KPBcmk/s8WOu/EfxdqV6PGPha08eaZpf/AAjWmrI4gtoL3zdknnR7MyxOZEBfBR2Vk+/9i/3R+VG0eg/KpjFpW/rcJav+v68z4m/Z4l/aK8afAfQ/EHxA+GEvwZ1bwP4ugfT/AIeeFvENjcWd5ocVkIAklxbF1eISTPL5AAJ+yIoUbg1XPAvw7+LHg0ftKfHXQPAqy/FT4gQ2tr4T8Hahfwx2tzBpdq8Vk8spkjCNcSTSs4k8pkARTjbuP2btGeg9elIsSoeFUfhV33fV/wDA/wAiVG1vJ/q3+v4HzD4n0fxp4G+M/irXL74cnx7pfxK8MWFreQNNG8WnXVukqNpZXEm62kM0j72URozSZZt/y8H8KP2MdT/ZH8Z/BPxj4f8AD91ew+GvDGreEPEGkW7Bl0SwvrhNShEAVnaRbS4hFqiRK5MUwbKrHz9uFQe1JtA7Uut1/V1b8m/vKeqs/L8LP9DwT/gn78BtU+CXwi16+8RWcmmeLPiN4q1TxprVg0iSjTri9nLLbK6MVfyoEgj3g/MULYXO0e9DB/Gl2j0pcUJJJRXRW+4XVvu7/eFFFFAwooooAhEmW+8evPt/9br/AEp28jj1/T1/zxX50/traW+j+Mv24vFWk654q8P+LvDvwv0iTw9c6Nr99pjR6lJYastofLt5UWWVrhbdVLq+SFUVx/7dHw//ALU/Yt/4KEQX3iT4hX8Pw9za6FDdeNNYuIbGL/hEdFvjGEe5KyKbq4nkxIGBMhH3cKAD9PtR1e30SwkuLy5htLWFcyTTuI0QepYnAx7n8amVyy/e3cY/H8/xr5Y/4K1eF7Xwd/wRw+PWi2aztYaV8MdUs7cXdzJdS7IrB0TdLIWkkf5V+eRi7Nkkk81s2hm8P/8ABSPwF4b028vtN8M2vwj1OVNDtLp4NMV4dT0uKBjaqREWjjklRDtyiuQMAkUAfQHhjxfpfjPT5LrR9TsNWtYppLZ57O5SeNZY3KSRlkJAdWUhl6ggjtXifw5/5Sm/GT/slXgP/wBO/jOqf/BLa1it/wBmPXnjjjjef4o/EOSVlUAyN/wmmtLk+p2qoyewA7Vc+HP/AClN+Mn/AGSrwH/6d/GdAH0BRXzB/wAFfPFPif4c/wDBPf4oeLPCfjDxF4R1nw3oM93bT6S0MbTP8oUM7xtIuOxheNuetO/bH+KfijR/il+zv4NsbrUtJ8L/ABI8VT6d4m1WyuGtrhY4NLuruC0WdSHiNxPCil0ZXKxsoYF8EHbb0b+4+nM47+1LXwz4KGuftZfFv9oL4C2vxM8eeG9G+FnivRLq21/Q9ZePX7exvNPF01gt5IJHbZdxSAtJvYxOYz0Fdt+xh8KZPhTrfjXx9dfGL4seNvAlrHNplgPGXiCPUIQbWVxd3qhIYwo8yNokzk7IXbkSgAXn5P70n+tiZOy93XW34/5an1fn86WvlP8AZN+LHjbxt/wUB+OWm+JtQvo9JsfDnhW/0fQpWKxaHHctq24bM/6+RYozK3XeoXJVFx6x8YfBnjDx98VfCdjbzLD8Ohaag/iF7LXbvSdUW62wiz8prYK7x8z71EsfJRvm27alysr+v4D629PxPVKK/N7wj+1v8RPh3+yNrfjHXF8aeOvhZ4X+LWo6TDqenXrL4j1rwenmxW11byBkmuyl80aho3E1xbwllLlsv9M/8E9/jlpf7RXgDxJ4u8H+KpvFXw11PWSPCtxdag95ewwLBCtwkzSs06f6SJisVxiZFYAhF2otR95XXZP70n+or7fP8G1+n3H0RRRnNeA/t7eCdc+JPhbwRoejeJ/it4R+3eJgLvUfAMqQaosa2F4yRs8sckCwvMIgxnXy87csuBUylYZ79SZx39q+GvGHx+tfDPhn4NfDPwX448dazceNPibN4N8WaprmqySeIrNrSxutQvLZ5V2+RI4t4ow1uFQQz74iu9HOjLp3iT43ftDfHP8AZ3h8feOvC2i6La+FvFGma7pWsyDXtLtbx7k3FrBeS+ZJhpdOODLvwlxKv3Nqq91dd9PPRP8AJjtZ2lppd+Su4/fdbH2rSZ56/hXyp+xT+z/qHg34w+J/Elp8YfjF4+8J6asvh2ztfF/iBNQt7m9im23dyipDHxFJGbdSc5ZJz02Gul/bY/Z6PxVNr4s1T4xfFD4UeF/Aul3t1enwdrY01rzdsdpLndFIsixJCdg25BkfHXklJKz6PX00uKOsnHqj6Hor8+Z/F3jL9lrVfgf8Jb/xr8UvE2s/HbxBqur3c+r6ql9r2n6VZWSzjS4JgIlikbdbiWUbRGGuWDrhZF+nv2P9etNWs/HUNn4u8QeIDpvii4tZtL1ve194SkWCAnTnkkeR5QM+ekpdldLhShKbSa3en9bf5/gTdrf+t/8AL8T2iiivKf2iPDmtanqHh3Vj4k1LS/BOhNdz+JNM0mz1CXVNYVotluLeSwkW4QxyfOyoj7xkEDaDUSlZXKPVqK+Tf2CvjL4wj/Y+m8Q+ItWbxdda54o1aDwRbzait3fyac97MunWl5OCxM8cS5lZy0kSI3mnfHIKm/4J1fGvX5f2XPG2vePvEWoeJtR0P4geK9Nku5BueZLbW7u2gggj7LhI4o416fKozRzflf8ALT8Qeiu+9vz1/A+rKTPPX8K+Wv2CPiL448afHn9pKw8aaxdX03h/xlp9tYWBk32+hwS6DptybWHHG1XmfLADexZz94AaH7bn7PQ8dXcnjzWvjP8AFv4Z+GPBWizO9r4J11dPW8YsXlkuEaKQTOFSJYlGCCzjncKJNx5b9Un6XV/+AEddj6Wor4P8G+GPiH8G/jt8CvhD4o8cfEbWNA8dW/iTxLrmp6r4gdtSlvLdLU2WjC9gEThI4ppZCIjGZWtmb/V7kPq3/BOD9oPUvjHD8ZPDeoanca0vwn+I2p+ELK/uJTLcXFpHFb3MKySEkyPEtz5JdiWcQhmJYsTS127N/c1F/i/1JcrJX72+9Nr8EfTVFMBIryj4s+C/Ffjv4v6PbXNx9j+F8OjXsmqz2HiK80fVI9R3w/ZyDbbGeEQmfJE6BWwSrEKVnm/r5XLsetUV+bf7Pv7VfxH+IHhz4G+A9e8Qa9NovxM+JfijT9L8StO1nq3iPwlpcF5c2EvnJtkDXGy2UzoVeWJC4YGXdXrXgbxX488e/Gv49fB/Q/GV5p9n8NvEHhrVbXUNQW51K9Oi39sl1eacsyTJcF2MF0sc3mGRBOoBOxQK1/r5f5/gxdbf1u1+a/E+yqK+V/2C/G3iHxh8d/js0Ou6xf8Awz0rWtP0/wANadr11cT61ptytmrX/mpdE3cELyvGYo7gAlQzoBE6M3bfGXwbr3ib4jeILzxZrk3hz4Q6T4VW6i1PSfFd5ouoWGoLJMbqWYQBAYUgWFkd5iqssgMRzuEylypPur/hf/gBHV2/rc9yor8+9R+MHxi8S/8ABA/WfiN4k8V+KvCXxI0nwFrWtRalaQW9nfalHDFdNY3EyPCxhklgW3mYReU4djgr92vtz4O6hcar8KvDd1dTTT3FxplvJLJIxZpGMSksSeSSeST61X2pR/lt+N/8hX0i/wCa/wCFv8zqKKapwa8d+LfgnxJ40+LjjWtSfSPhLY+G5Zp73TvFN5ouo22piX5nka32EwLbjIYzqqsGLI2Qyzzf18rj3PZKK+R/2BPj/wDEXxl+wr4V1DxRNcat4y8SajqOm+Fr7UrcRXGsacl3cCw1O6RdowbFI7iQ4TzBjHzSLnyH4J/tR+ONf/Yo/ZN0XUvFGuX+vfGnxlPo2v6610yahNZwDVL6cJMjAxGQWccIaMgojkJsIXFPR280vv2/4Id32v8Ahv8A8A/Raivmr9m34s6rpH7bnxq+Ec99qWqaJ4T0zw/4k0V9QvJbu4s01FbyOa2M0paSSMS2DSKXZivnMoIUKq6Px/8ADGt3msfETWvG3iO88J/C/QfDMN1o+saH4pvdLvtOuVFw97NPFDsVwii3KGR5FO0jyhly81Jcsebf+v6RUY3lyddPx2/DU+hKQt+VfIXwe+P3xX1n/gmR4H1Lxcsmj/GrxN4Okv7ySW0WGXTvKhLSahNBjCOEaFjHt2ieeNCoXOPVv+CeHi3VPHn7BfwY1rWtQvNW1jWPBGj3l9e3crSz3c72ULPI7sSzMzEksSSSSTyar7c4fy2/G/8AkZ82kW/tX/C3+Z7RRTRx618s/tn/AAw8RfFT46eFU0/xp8evCmj6Xol7dyx/Du6ht4tRfzoAUumuIZIWKx58tVZZjuby93OJ5veUe/8Ak3+hXRvsfU+eaWvlj4l/Cvw7+1b8D/AXjHw38dfif4L+GnhvRLnUv7b8M+JXtLvVY9kWJb6e4jlaRYkimLrKA4kJ3YKsK84t/wBnHxpY/sw6Pa/8Lb/aQu28d+LbfUItRtdZS58S6JpptZWtrcSG38mMOyxNN5sZjUzFWbagcV1a7f52/wA/uFdWT8m/uV/8vvPu6ivGP2NtU0K28Dav4d0vxb438V654R1V9O8RN4vv/tWtWd8Y45Nk+0CJVMTxOn2dRCyuGTIZifOv+CjXjDxV8OfHnwGvdD8ZeItHsde+KGi6FqOk2skENpfW0i3TyLI3l+e27YgKCXYQoynJqZSUXFfzNL73ZC5vcc30Tf3H1ZRXzB43+J2pfFb/AIKR2vwkuNS1rTfC/h34eHxddRaXqM+nTajeXN/9lh3zwMknlxRwXH7tXClpwWBKIRrf8E2fjvrXxv8AgZr0PiK+k1TVvAvjPxB4Nl1CUjzNQj07U7i2glcjgyNAkW4jq4Y9TRTmpK/r9yfK/wARyfK9fJfNrmX4H0TRRUMlwtvGzO4CqCxJONo/+sO5p3GS5/Olr5G8MfHDxZ42/wCCpfhzTxrN5B8P9W+GmtanpekKTHFdPDqemxJqEi/xNIsj+UWHyxOCMGRs8x4tuPiN8OP2jfgP4Rh8f6pqXxA1HxLeXnjS/uft2neHNb0IW91I9tbWl1NJbvdAtZ7Vsy0kZikdhHFuUqMuaMZfzf5tfpcNnJfy/wCV/wBbep9wUV+dXi/9qrxZqP7A/wAdv2irXX9et/EPw98V69JolhHqUy6bFpui6m9p9ke0DeRIJ4bWYyO6mTdcsQ67I9n3N4+h17x38HtYh8J6tb+HfEWraVMmkanc232qLTrqSIiKZ4ty+YqMQxXcMgYov7vMuydvVX/4AbS5X3a/8Bdn9x19FfEfhv4q+IPhT+2lrUNr4n8QXngnwD8MrrU/HNhrV3e7tS1RJozBdadbX8jzpD5cd2HliY258yJN7upK0v2Rf2gL744fD74A/EbxV428Y+F9d+Kl0NYVXLf8I/rpnsriVdCgg83ZD5MeGSZ4g85s2ZXcvuqo6q6/q7aX32bRLlbf+rJN/mj7pooByKKCgorxr4teCfEnjT4uSf23qTaP8JLLw3LPPe6b4pvNF1C31MS/M8jW+wmBbcEhjOFVg25GyGXwz9hrXPjV+0l+zT8J7zxVeXV34XvNR1watq02qXOh69q+jxzTpod6pt0DM00IikkAeAuGR9xBZGmMrq/9b2/4buD0dv62v/XmfbFFfEH7Kuq/E/4y+BviRYWfjbVv+FfeEPipLaaDrl/Fd3+peIvDVtHE15ZwXMMqXMjLdm4giuw7uwhIPm457v8A4J3eMvEnjbxj8aruTXtV1H4eWfi9bLwfY63dy3GtaXHHZwfbI7n7QTdQq90ZHihusSojA7RG0Yqo6/cn9/L/APJfgyZSt97X3X/yPqSivmP/AIKpfGnxJ8N/2LvisvgXVZ9G8WaX4K1XXP7UgbE2iwQWsrrMvpLJInlx9CCHcZMRB5L4n/tQ6tf/ALTvwU+C9rN4kmXxF4NuvGWu/wBkXPkanqiW5tYYLZbhpI/JV5JpZZJPMjZhbqgf94VZQfM7L+t7/dZlS91JvbX8LL8W0fZNFeQfsZ+I7PxJ8Hbiax8aav4yhh1zU4TLqyNHqGjlbyUNps4cmQyWpzCWkJdhGGzgivXQcn/Cn5iuOooooGFFFFAHwv4l+HuveK/+ConxKurnwf4n8WeCNM07wpqc2n2IsVt9Q1G2F9JaPI11dW+77NIBMEXzFMhjZlVo42HE/wDBWv8AZv0n4j/si/Hzxhp/wE+J1v8AELxB4Tvma/t9ZtDHc3Q002STSWVrqjrPILcLCNsEjlQFAOAK/Rzy1xRsX0/KgD57/wCCmeit8Uv2RfFPwvsVNx4i+LtsfB+mWqruLC6xHcXDAf8ALC3t2mmlbjCRkD5mQHqL74IatdftuaF8RY5tPXw/pXgbUfDMsPmMLk3Nxf2NzGVXbt8tY7aQFt2ckcdcerPpVrJqEd41vC13FG0STlB5iIxUsobqASqkjuVX0FTGNSaAPnn/AIJg5j/Zj1oYOf8AhZ/xD/8AU11urHw55/4Km/GT/slXgP8A9O/jOvdtK0Oz0K1aCxtLezgaWScxwRiNDJI7SSPhcDc7uzMepZiTkkmvCfhz/wApTfjJ/wBkq8B/+nfxnQBkf8FZfh94y+M37BnxG8C+BPBuseMvE3jLSJdNtILG70+2WB2K4aV7y5gUJ1+6Wb2rqvibr+ua18MvBr3nwnudY0m91WOPxJomry2lzeaPZrHKyXIghNzHdOs8dvhI5Nw3h9w2sB7WYlPajyF9Km35hLVJev42v+R8u/s5/s6a58H9O+PPjqz8M2/hvxF8Tb8X+i6DbtAtxp9rZ6bFaWdvIYyYFkeSOabahZU+1bSzEE1pfsU/s13Ft/wTe+EPw9+I2nanY61pHhbSF1q0h1OazuoNQhjilcNPayK+9bhMna5DEc5HFfR5gUj7tL5S4pxVk491Ff8AgKaX56k8uqfr+Nj4r/Zw/Z78XfCv/gon8aPGsngH4lQ+Fda0LSLPw5qWp+NYr+C/nso75ZlkjfUppirmePyjPFhMscR85679qD4mfGDxZ8AfAkOn/AXxprWo+LDHL408O6T4o0OKXRLYKGm097m4vbdZjKT5fmWzEbVck9Ff6m8sCjyl9KctUvl/XzKWjb/rZL8D5D8Lw/E7xhr3gHx54k+E+seDdD8Da9exW/gQX2lXl5pVk+mR2tveR/Y5ntpPLl+0YiWRpUjnbaCQEPon7MXwUh8HfHb4rePdO8MnwbpXxGl02YadJCkE17dW0c6z6jLFGzKjzrLCh3ASMLZWcZIA948tc9KDCp7UPV3X9bf5Ctp8wCYNeQ/HvRvFln8YPhz4t0nUPEEnhfwy+ox+INC0qMSvq/2iBUt5Hj8xN6wurNtAdsuCE4LL7BTTGpPSgZ+e2n/sKeO5fiBf/GKbw/JDrVx8cYPiJD4ca5h/tKHRk0b+xGQlZDB9oMTNdeXuztxHu34x778APhHr0H7Uvxw+Ld5pNxp8Pjaz0bRvD9tdHy7ua202C4JldM4hWSe7lCo4DgR7mA3hR9GeQpXGOOmKQ26k/dqeVuPL5W/BK/rZL8Rcut/63b/Nv8D5r/4J0+B/HXwG/wCCangPTPFPh27m+I2k6BNe6jo013DHcXepSSTXDRNNuMSySSyYLltu5ySetUP+CgPhT4kftB/8E+49J0PwlfWPjPxZd+HTq+gJf280umW7anZSajbvMGEUqxQCdGZGw6qxXINfUghUdvekMCt2+vvVf8vOfzWno72+fUa0jy/ifPP7W/wV1bWP2j/gX8VdH0ufW1+FuparFqthaBftsllqOnPbtLCGYBzHKsDtGPmZNxXLKEeL9iT4Ga94D+Kvx1+IWvafNo7fFzxbBqunaZcOpurWztdOtrGJ5tjMiySmB5NgOVVkDHdkL9GeSvpR5SgdKI3i9OzX3tP80Ele1/63/wAx1eG/HGy+Ivh/9pj4feLtJ1bWrj4a6PpmqWfiXw5pdjDczaldTeR9juG3Msm2LbNkRb23SKNpBZl9ypCgJqeW+40fFP7Fv7DOqeGtF+Kfi7x9pPijTtU8Z/EbXfG/h/QtL8T3Gn3umWl4kEaRSNaXUcHnyi3MpBkKobhlLZMhLP8AgnP+xpqWh/A/xZoPxM8G/ETwneTfEDV/FFgt745kleeOfUby4s5Y5LDUZikiw3C+YpK7pNrHzGUOPtgxqTmgwqT06U0rfco+iVrW89EKWqt5uXz1/DVnxD+xv8IviB+z98Zv2nPGDfC34iSyeJ9STV/B9prPja0u08QRwaTY2y2zM2o3AiuHuLZws1wgKRlQXVf3dehft++C/iB8df2b/Aem6B4ZvE1bUvG/hK/8R6Ut5CzabYQ6raXV6rybgkixLGQxjJ37TjIOD9OeSuMbePT1o8tcdKI3XL/d5f8AyX/O2v6Ckr387/j/AJdP1PI/2i7m+fxF4Rtbr4d2/j7whNLcvq7lIbmfTLhI1+yNFayRnzDI5dC4eMRjJJINc7+wJ+zTefs7/D/xdcavp9jousfELxfqPiy50222EaXHOyx2tmzRkxs0NrDbxkx/JlCAWHzt780StSCBR/DSV1Lm+Xyvf9EOWqS9Pwv/AJsXOTXzj+354j+IR03w34e8I/B3xZ8V/Der3EknieHSNc0jTUktEXC2Uv268t3ZJnYF/LypSJkcMshU/SAGKaYVPbrQ43Ki7Hxrr3w9+Jnxj1/4M/FbWPhzqHg/Uvhl45vbs+D5L/T7rUNP0K50mbTJAktpK9vIyyOtz5SuzmPKKd6rGce9/Z0+LzfGzx78WvCV7qnhFfF3xG8O6pd6VHbW8uqa34W0nThay2xjlkVIzcTvLKFZllSM8guREPuLyloMKntVa3+79P8AL8WR/wAFfLXT8fwR8c/C34YfEDSf21vj58e7Dwbqn9l654P0rQ/DXhm6vIbG/wDFV5p63UpmcO/l2qs06QRtOQ2A7EKm3dq/tdfED4reINU8B2Nh+zv4y+IXhWSzTWfEmnaf4k0CC3+24Bh0+b7XfQGZYZQJGZQ8MhRBhwTt+sfJXJ460eSuen41PLol2/r8/wAh9ebr/wABL8l/TPkv9q/Tviz8f/8Aglv8RPD83wz8QS/Er4jeHdb0m38NRarpHnaM10tzHapcXBuY7VlRGhDNHI/f7xyT75+z7daqfg74dh1rw7qvhfU7SyitZ9O1Ge1lnjaNFUndbTTREHBI2uffFdwIVXooHfijyVB6VS3b7/pe35hbSK7X/G1/yQD73TrXzN+3n4k+I1xq/hfw/wCGfgj4u+LXg26ke+8SxaVrWiafb3iJxDYSrfXtvI0bORJJgFGWMRsHWR1X6a2YpNgzUyjew46Hzv4U8Caz8ZPhtF46+IHgXx54X8cW6XsFl4W0rxn9lvrGyaf93bGWwvYrKR3Eccm4ykAFVL/Lx8y/s0fsN/ETwF+xj+zwuqeB/E+k+Ovgt46HiDVtI1LxDbalPe20kd9bTmydL2eBcQX3meXuj3mFxtDMrH9ImhV+opBbqO3rT10t5P5p3Fb3XF9mvk1b8j5S8K+CvHXgP42/H744aP4B1DxJqfimz0LRvC3hqXUINMv9VttPjm3ytJOwjt1eW9nKpLhwISSAXCib9s/xt8TB8ZPDel6J+z74z+LfgPRov7Vu207xBoNjZ3+obwbdHivb6CVxblfM+ZGjZ3RsFo1Zfqjy1B6UeSp/hpSje3l/X56jT+//AIb9FY+W/iX8E/EPxe/Zk1rxdrvg/wAd2/xW8QeHZ7I+HtH8aGzksw73L2tpIYb6CwlMInUO+4q+1vmkzz1H/BNL4W658Ef2GPhn4T8SeH/EHhfxF4d8P2Wm6nYavrEeqSRXMNtFFKYpY7i4jEBdSURHVVHRE6V755K+nvR5K+n/ANaqTav5tfK1/wDNkct1G/T/AIH+SAcn/wCtXhvjRfGnww/aY1vxlt8YeLvB+q+GLTS9N8N6PHFJHaalFc3DySsJJ41V5UkhXeyhAImDugC7vdNtM8hfSpcStf69T4D8RfsXfE74Tf8ABDLWPg/otj/bHxL1izuBcWNhcoqq+pau1zdQLI5CMscNzKjMCoYIxAGQK+nf2gPDXiqHxl8M9f8AD+pa3FoPhHVri58RaPpKB5NatZLKaGNSnmIHWOZ45So3sdowhIFeweUuTx15NHkKX3bfm6Zpyu/vQLRW/rXc+R/gl8PviJ8HvF37SHxms/AF9rev/E7WtNu/DvgqTVbSxv7i0sbG3sVaad5DbwPKVmmCFiVRUViHOxLn/BSDwZ48+I/iL4Lx+C/h34k8ZQ+D/iHpXivVrmwv9Ltore0t1uUkQfa7yBml/eLwqkYP3s8V9WGFT/8AroaBW/hpSiny/wB3l/8AJbW/IOjXe9/mfNPi34W654O/bz0f41Q6Bql5oesfD2Xwlq9pZrHNf6Zcx3qXlsXjWQiVT5lxETEW2PgnKMXTc/4J5fs/63+z58ALq28SW0dn4k8V+J9c8W6larKsrWsmpalc3iwO6ko7xxzRxsyHYWjJXIwx968pcdMfSjyVz0ojFRSS8/xd3+IrX373+5cq/AdWJ438G2PxD8IaloWqJcS6brNu9ndrBcy20jRuu1wJImV0JHGVZT6Gtuk20SjdFJ2Ph7Vf2UvFGhf8FQPDvivQvCPxN/4QfSfAl/oUXiO48b/a7W21Ke7s54XMM+ptcyWypDJvjMJQsq/u24I5/wAefs4/Gr45/Bj9m/4e+Jv7e1jx58M/H2j+LPGXjjUIrezsnhsGllkMJilLTPOHECCNd20sZRFyp/QAQqvQd80eWuaqN0ors7/i5fm2RKN3Jvqrfgo/kvvPgLx3+xp42i/Y8+NnwBs9BuJD8TfG2qXmkarG6/2XDo+raiL25mlfdujMAnuI2hbDyMq+XlWyn0D+0pZ/Fr4l/Cj4s+CPh7Z3Hw61iy0e0TwZ4zF7aXa39xIjtOI7YtuhaDYseZ9quZgQQFZh74IVB6daBEoqbPlUF6fJJJGkZWd/Nv5t3Z8VfEr9nPxd+1l+278KfFd3oWseH/Cfw98FeItD8RX+tRw2s2v3Gq29vbLaxwQysWVDE8zsT5QJjCMzZK814L/ZH8d+JPgR+yv8JdR8OX+k3HwB8RaRqev6zK8Z024g0i2nigNq6vvmNyxhKjaCis/m7WXY/wB9CJQaDCpP3feiMbRUezT+abkn8m2Zyipb9mvk0k/vsOUYFB6UUVRR8x/t6eJviPcar4X8PeGvgl4u+LXg26ke98SRaXreiWFveInEVhKt9e28joz4kkwCjLGI2DrI6rh/Fz4ofHbXf2X9Ne3+Bvji68Q+LNbkj1Xw3pfiXQbe+8NaOk2PJe6a9hhd7iFNga3lZ4vtDNvDRjd9beWuOlCwqg4UDufepUbKw27tHxxpw+PHjHQvBGtab4L174G+F/BPi+2F74Ehk0bVL3VvD8NhJGYozaTtAkb3EsZ2CbzFW3LBSSqGP4L/AAz+Jfw5/aX/AGovjtp/gfUtQh8fWmjW/hLwZcahbaff67LpljJE07vI/lWvnvL5aecQ4WEM4UFQPssxK3/66PJX075qur8/8lr+H4si3fy/B3Pkf/gpR+ylf/Gj9j/4rN4P8K+OtY+JPxE8L3Gkx6VpnjKWxg+0yWbwRCaOW+gsvJQthwAwbcx2PuJNHQPgD4g+GXxx+CvxYt/B/iow+HfAureCfEOlXF+mqa5p/wBpuLO6gnZ/tMy3ESy2kqlY5XZRcR4G1CqfYvkLtxjgdPalEKg9KmMeWTkuv+TT/CTKesYxfS/48r/9tR87/wDBPb9nrXPgZ4E+IF/4ktV0rUviV4/1rxoumtKs0umQXk4MMMrKzIZRFHGzhCVVmYAtgu30Mi4c0ogUHOOuM89afinFWSitkkl8lYnl1b82/vCiiimUFFFFAEbSNnj8vSjzTvUdM9u/+f8A69fIv7ZPxJ8XTftW/D+38I6h4uttB0nR9ft/EFpbRapY293ePJpZs2V4tOu1uDGi3vKIVTzMlwSob5V+FEHj74a/C74ZpcN8VvCWmeG/iVq3ifWtM0ddf+36xYre6reNbpYx6ND9qE5aFvLMrCRDuKL0jAP1mZsCm+Y278elcHZftDeH774c+EvEd5BrWk2vja5s7LTrHV9Lm07UVnuj8kMttOqSxSKAxZWUFQjHkDNfnB+yp+3HoPwv/Zz/AGP2u/EHjCx0/wCHnhX7f4+tIbi4IntJfC39oLezxrIRc2yZeb+IqbeUKu5dhAP1bWRn/Mduv4+n+favA/hz/wApTfjJ/wBkq8B/+nfxnWf/AME39cbxT4G+KV//AGreaxb3PxU8UNbTTahJeRRwDUGWNISzsscQRQQke1QxYhQWYnQ+HX/KUz4yf9kq8B/+nfxnQB9AUV86/wDBUX40ePP2dP2IfiF488B61o+jax4S0aa/DXulG+Z2G3b5eZFRGBJ5dJVOfu079sn9ru4+BH/Cq/DGn3VvY+Jvi5r40O0vprfz106GO1lu7m4SEf66YRwmOKIZ3SzRZDD5WVwt+v4bn0RRXy/dWfxe+NXw88VaX4A+M+k6dcr4qitrHxFP4et7zVPDtpFbxvc2l9ZSRwRG5aYFQpRGSK4R8txWD8HdO/aSsbH4nXkPxY8OfFqXSbCXSfC8V/4Xg8N2VzrUbHzi80BmYwxMBCW2n94JVK/uwWa1/ryT/W3qH9fjb/g+h9fUV8u/AT47eNvEv7cfiHwXY+I1+IHw20bwpBd6rrTpaP8A2H4hNyUOmJcWsMMcmbfMrxuhkjIjJKrKqnb/AG5P2uLL9lfVPAknijXdQ8C+AfEd9PYav4ygs47iDQ7nan2OO4eSOWO2hnYyKbiVCiMiqSu/cFfRPv8A52COsnHt/lf9T6Hor5n8E/GL4mfEHwz4Xt9Lh1rVPDniDxPeWQ8b2EFhFcpokds8trqJhnAhKzTBYhJHCyyRgSpEqyoyTfsO/tBeLviJ8Xfjn4D8Tah/wk1r8JvFFto+l+JvssVvJqsVxYQXjQTrCqwm4tmm8t2jVAymMlFOctXba7K/5f5onmWlurt+f+R9JUUVz3xF8dp8P/DE980LXl0zJb2VnEQJL24c4jhXPdmI5/hUFjwDguUdDnNFfIf7Lfx/+L3x8/Yl8N+KpNS8Mr4juvGWrWPibUnkj0+LStItNZvreWS0DwyxmSKGCIKJkIZQxdt3z1m/Cz4ifGz9p7wl8Y9D8E/EC1sdJ0rxdY6d4F+Jk+jWd81/YrDbzaiwt1WO2u1im8+1SWNUViTyWiZik73t0/4C/X8GHW39df8AI+zqK+Yf2RtE+NVp8bvEn/CZfGix+J3g3Qbf+zNsPg200TzNULK0gWSKSQusEfytjA8yUr1iYV0n7W/gH4veM9e0nUPh98YtL+EHhzQbC7uNcurzwxa64uoMTGY8iaSPyUhRJWLBgD5gznbwSaVn3/DrqEdW49Ue9UV8P6hrvx+0L9nPwX/afx407SPFXjjxky6d4gufh7bzEaT9gup4LVtMSRWeeZoFbCSCRTKqgEgqfpf9mLXLvVvhNZvffECH4l6lHNNDf6xHp8OmqLhHKywfZoxmDymBUxSFpVKkOxPRrW6X9aJ/rb1E3az7/wCdj0migVzXxO8eSeAfC7XFvbfbtUu5FtNNsgdpvLlvupn+FQAXZudiI7kEKRSukM6Wivgv4Z/8FH/F13+xr+zzda9qunH4kfHTXLrRm1NNPHk6fFC17PPPDaoD5kiwWyxQxfMWlli3B+Vb6M+B/iXxZ4x0bxz9j8faH4ijttYFrol1e6VuvdH2QQma21K2jFpiYSl2VAI2CSxEkg0/5kun/A/zDsu//B/yZ7RRXz7/AMEzvjx4q/aK/ZNsfE/jTULXUvED69r+nzXNtaJaxNHaaze2kQEakhQsUKLySTtySSSTm/Hv9r2bSf2wPDXwZ03VbjQbi68OXPi7WNRsrD+0NQFqk6W9vbWkHlyhpJZDNI8hicRxWzfLl/MjV9VHq/8AK/4LUL2Tb6f52/PQ+lKK+SP2gPjr8Tvht/wS48bfErQfiB4J1vxN4b8Na3r9prtnpX2601C3hS4lsygV44xMsawiRjG0e9ZP3YHA+lfhVr114l+G2gaheSeddX2nwTzPtC73aNWJwAAOT2GKad212t+N/wDIJact+t/wtf8AM6KiivnX/gqT8aPHX7On7EfxC8eeAta0fRtY8JaNPfhr3SjfNIwC7fLzIqIwJPLpKv8As0rlRi5OyPoqivAP23fG/jTRfhL4Xh8F+PrH4b694g1y2sf7cu9BTWo4lME0pi+yMyGYytGsaqjK+XG054qt4U8QfEa8/ZwT/hHfiNoPxG8XW+vQ2niDWb6zh8PJo9ss8a3yR2oim+zzwQb2SK6Ejbz87bSABO9/J2/LX016makna3VX/P8AyZ9EUV82/sVfHfxd8V/jJ8YdPuNaXxp8M/DGpWFp4T8WtHbI2rTPbbr+3V7dEgnS3m2xiRFGHLoSzRtjc/ae8f8AibwDr13qepeNtJ+G/wAMbHw/LMdeiu7T+031cygR2/2e7tpYpIjCCy7GEjSDbtYEYUpcqu+1/wALlR952/rex7tRXyz8A/ir8dPjN8H/AIIxeM/DmteBNa8YeG7nU/GWr6RDYrJ4fvY1i+zW72955pj89XdioilaN49hKfMa2f8AgnV+0h4s+Pngb4gWviya31S8+HnjzV/Btrr0FqLePxJb2bqEuvLX5BICzRSeXhDJBJtCg7V0cbSce1/wdn+f67E8y5VLv/lf8kfRtFNDYryX4k3Pj7xj8bofCulTeJPCPhP/AIR99R/4SzS4tNn3ah54jFkyXaSkYj/ejbAQ2SN6bdrZ8y/r0uUeuUV+fvgL9r34w/tM/sk/CzVtN+IWi/DHxZrXivWdEuddXwgNdtPFNvp73sMU1vYGVJNtyLdZQIpMjDbfkr6w+FHxFj8O/s62+val47HxGazjkF1rVvZQWzX1wJTG0EdvCAI3Ev7kQnMisArFnyS72Tfb+v6vYOtv63sepUV86/8ABO/4/wDjT4++FviVdeOJLFdS8PfELWNBtbe1jVYrG0tmjWOAMADIy5IMjcs24jC7VGN8U/2yJNT/AGwPEfwr0/xFc+FNP8A+F7XxFr2p2OnDUL2WW7a4EEIVoplit4o7dpZpWjI/e26h0ydy5tIy7pP71f8AIP5v7rs/W9vzPqOivj9v2yfEC/Fb4X/CPUPGGkyeJdU8Dnxp4l8S+GNO/tD+0YhJHBbppsHlyhhcOZZWk8pwsUD4Vd4eP3r9l7xLrXiz4I6PqeueKNA8ZXV8080Gs6Mo+y31s08htz8qqvmCHy1k2qo3q+AOgu2l/X8Hb80xc1v68r/kejUU1TzXjX7dHx51r4Cfs3eMNY8KrbT+L7XQtRv9JSePzIYWtrV5nuJV7xRbRkdHd403LvyMqlRQi5voXTg5yUV1PZ6K8g+Gnxs1a4/ZM8B+KL7brPirxNoWnPFCFWH+0tQuLZHxtUAIpYs7FRhI1dsYXFfOXgX9pv4sfGr/AIJufCPxXH8SNK8C+PvHWsva3viI+GItTt4wJb4rClhuTzN/kRwqqOJGypDMx+bWcXFtPo7GdOSnFTW1r/qfdlFeW/sp6zqWp/C//icfEaL4ma1a3s1vqWpRaPFpC2twuA9qbNcvbmPgmOZnlBc5YgqB47+1b48+Idv+09cWGh/HbSvhT4O0HwzY6pqtlceCodcklWa5vklu/tLSL9jRFt0UyTJJCuckDkGJSSaXfr+pUbyV0fWlFfNPiX4++JPG/wC3HofwZ0PxBfaLo9t8P/8AhNLzxFZ29pcXeru94lpBFGZYngVABJLIViyS8QUoMhuh/wCCff7T99+1R8AZtY1ZrNte8O+ItX8KarNap5cF1cabfzWZnRcnaJREsm3OFMhA6Zqo6q/r+Ds/xBu34firr8NT3Wimk4aqOvXN9Fo12+mx2818sTG2juHKRPJj5Q7AEqu7gkAkCplKyuG7saFFfIHgP48/Few/ax+Evgm617TfFt9quh3918VdIsWtryx8DTpbxvbNBcw28Mqebcs0UcVyGaSMMwGYnY9L8Sv2qfFUH/BQL4Q+A9DktYvA/iBfEEGrzGFXk1K8srSOQRxsQdkcLSYZlOXlDJx5bBq0vb1/D+ugf1/Xb5n01RXxbof7bGvftFv4/wBS8K+PdJ8DxeG/G7+CvD0eoacJtJv5rW6S3uW1C5ML+W9xMJ4oIklhZgIiNzSAD7E1OW6ewmW1mhguGjYQyTQmWON8fKWUMpYA/wAIYE9iKTlaCn3/AMr/AJMPtOJeor5x/YF+O3jb4w+JvjlpnjTVtN1i48B/EGbw9p0tjposIY7VNNsJwoj3yMf3k8hy8jt82M4AAj/Z2+OPj7xB+3j8aPh94r1rSNV0XwfoXhzUdKSw0n7Alu96dS87dulldyRbxcmQr8vyquTlrVJ90n8mrk8yak/5XZ+t7fmfSVFA6UUFBRXzd/wVG+N3j79nT9knXPHHgPWtJ0e80WexjmF3pH26WVZ7+0t/3bGVY4sJLITvjkzlcbMZq/8AtR/tB+IfDH7THwT+FPh+6k0RvildavPf65HBFNNZW2m2YuGhgWVHj86Z5IxudGCxpL8u4hlV9LjsfQVFfMX7P37Sfi/4sSfHDwTBr2kt4s+Dfir+xV1i90v7Sl/aTWNvfwPLDDJAgnCXDQsUKoWh3+WA2wdV/wAE2fjb4j/aM/YI+Evjvxbdw33iXxZ4btNT1K4it1gjmmkTLFUUBVHsABTjrHm/w/8AkybX5ak31t6/g7HudFfPf/BSf9pPxF+zd+yB8Q9e8EG2bxtpPhfVNY06S4iEsFgtpavM91KvQqmEUAghpJI1I2liOb/aR/bWtv2fh8Jf+E68VX3w98F+OLKVNQ8bJZwNZ2GqbbX7LaXU8sMlvax3AkuSJJEVS0CqGTPMKom7ei++/wDk/noXy2t53/C3+Z9UUV5l+yz4+8QfEL4Sw6lrrPdGS/u49N1CS2FvJrGnrcSLaXjRKAEMsIjf5QoYHcFQMFHpeTmrehO46iiigAooooA+Tv8Ago94G8OXnxI+DHjTx5FBH8Ovh7qWs6l4hv7i7NvHYpLpM8EAwrrJJJJO6RpHGGd3YAKc18zaD8OfD/w+8bfskeNvjF4dvPh34g0/xXf65f6p4hkkstOtPt2magthZNMshgiukmuLKEw3HlSSPFIVVlBz+jZ+AvhGfxvH4ku9Ft9V162na4s77U3e/m0124P2UzF/swP92HYPbgVf+J/wp8N/GrwDqnhXxdoem+I/DeuQG2v9N1CBZ7a6jP8AC6MMEAgEehAIwQDQB5L+23ovg3w/onhP4jeI9Nvtc8R/DbVZtT8FaPZXDLNrOuXFpPawW0aKQZZJFmkUKSFXJdvlQsPnzSf2CtL+E95+yX8P9Y0dtYaLwveeEfGV1bTXHkXkcPhaaxf5lYeUjl3VWTY3zjnOCPuu88IaXqPiKy1a4sLSfVNNjkitLuSINNapJjzBGxGU37V3bcbtq5zgVoNEGoA+cf8Agm5Ctn4I+KkMalY4/it4qjQZz8q6lIoGefpk81ofDnn/AIKm/GT/ALJV4D/9O/jOvZ/CHw+0XwDa30Oi6ba6bDql/capdpBGFFzdTyGSaZvV3diSfWvGPhz/AMpTfjJ/2SrwH/6d/GdAHK/8Flxeax/wTi+KXhvR9B8WeJNe8S6HLY6Xp2g+H77WLiebKkApawyFB/tOAvvWB+1z4Ff4qfEH9l/4v2ml+IpvD3wv8V3d1rME2jXlpfWVrd6ZdWQuntZY0nCRXBgL5TiNmcjYpI+xxEBSGAE5y351KjbXzX4MqTuuXya+9WPkv9mmDxF4a+Of7U/xUtdJ1C58IeKLzS7rwxBJZyQ3OsSWGjxw3M0UboJGikkRIozjD+SzJlWDM/8AZd8SfEf4Y/8ABJrwD4g0bweutfEq48N2Wt3ug6oZrArdXsiXN8rpHE8qtH9ouHESRlyUCKuSBX1h9mUevv7n1pwhAz1/wqu/pH5ct/zvr6EJar1fzvt92p8Y6Hq2r+Jf+CqC+OPAumatefD1/hxNZ+Nr99MnWK6v4LgNp1ramVFZ7lEkvPMjj4CugcBygrd+PWr6T+1Ra/Dmfx/4U8Xab8F/FGg317qmn6rpV1YX+n6m4t1tIdRWL9/ZgQSXn8Sr5gVXYExq31f5A9TSiBcf0pKKSS9fxu/109Ad7t97fgkv0/E+CvgHqt1/wS+/ZA1zw54V8N/Erxh4Lj8VTaf8NILPwXqWt6hpmmTQRSvLeQWcBuGtortrvy5JFV5kEQ3fOsh9k/4Jw+JdC1H4Z6tpfhvwf8TfDulaXqUl5c6h458OXvh/UNe1O8eS6vblLS6iiYRmSTdmNRHukZFCiPn6QMAJ789aXyFxTjonfyX3W/O1w7W03f5/5j68v+PnhDxJqesaF4j0fxBpWl2vhOO6vHtLrwvd61LcTPF5SyRpbXMMpZImnXy1VyxlBxlVr1CmiIA55zUsaPz3/wCCbvxM+KXwX/ZD8Kw6p4PvfsLePdaXxJHrHhTWfD174c0u51HVLsXiRTRSveB2eArsRFjWYeY+Azr6V+w5beI9G/ah/aW17TdL1CH4O61q2n6l4XkubN4ZtU1P7GRqs1v5gEklu0q26oxyjMr+Wdua+vTApP8AF+dILcKPvNRyvXl6q35fqr+oS1++/wCLf629D5n/AOCc3inXNN/4Jz+FfGPizw/r1t4m1Ww1HxXq2jxafJ/aInu7u5vpLeO2IV/MJlKpHgE5Ud6p/wDBQ34ma940/wCCcmoah4X8K+KG1L4iQ6NpQ0q50uRdU0211O8tbe4+0WwDPFLDb3EpdSP3bIcn5c19SG2Ujv8AjQ0Ab+JvzptJzv0008luvmtAjovPv+p5n8YfiJrXwv8AG3gmaOz01fAcsl2niPUJ4rma505hABaeUIlKhWcuHklwgAUZDMM+V/8ABObwX4h0jxb8e/Fd9p97pfhX4hfEObXPDFvfWr2t3LaiwsraW6eORVkRJp7aR0VwDs2tgKwr6gMCk/jmlECg0R0k5eVvk2n+liZRukuzv+D/AMx9eT/H3wr4m/4SDSvF2k+INK0+x8K2dy62M/hO8124lmkwpmjS1uYpXYRhkESxv99jgkKV9YpojAGKUo3VikflD+yr8DfGb/s6/sf+NfF3h/xFbJ8DvGGqS67pVx4P1PRtQ0a1vrS/gW4eGfMlwkc0tuxkiUKI5GLLiNzX1h+yjban4e/aO/aY+KF5Za0vw+8Yaro0vh/y9IuZbzUTZ6VFbXd1FbpGbiSJ5BGkZVDv8lnQFGDN9XGME037Mv8A+s1pzfE1pe/6f5fiD1afZW/Fv9T4x/4Ja+Pbn4U/sCazJrXgv4lWuqeE9X8T63caNc+D9SsdTvoZtZ1G7gW0huIYzcSywuhVI8nLqpCk4q1r/hlfBf8AwUx8K/H7VdM17T/CPi74TP4XaafTpvO0W8W/jv0gu4lVmheSOSRRuAAkgMedzqp+xvJUCmi2UetZ8qupfy7fc0/wYS15v7zu/vUvwaPzj1r4a+L/AIff8EVvjp4f1Twz4wutc+JEnji78L6Bpvhu91HVEh1S6v57KGaC3ikkjkdZlJ80LtMgViCMV9xfs2+JovEvwO8MzQ2etWPl6fDbyQarpN1pd1E6RqrBoLmOORcHPVRnHGa7prZWbNC2yqwbnI4zTirX+S+5aCldteXM/wDwJq/5Ds5218r/APBZr7ZrH/BOP4peG9I0HxX4k17xLocthpenaDoF9rFxPNlSAUtYZCg/2nwvvX1VjFN8se/50pK6LhJxdzxXxR8aNW03R/h1rmj6S8Xgu6vpE8S3Ws6TqNlqGk2wtZRHIlq8SyoTcCNWaZAqoxY4GGHgXwX1z4i/C/4zfGz4meHvB8l98PPiN8SdFMX9qQXdpeW2lW+kW9lqGrxW6wvcSq0sCJEhQBljMuRG2+vucwgrjtTRAv19fequ+ZyXX/NP9LfNmcYpRUe3/B/K58W/s9eJ9c8A/tf/ALTPxA0TQfEmpfBe60nTdZtls9Ilmv8AxFr8FtIt7/ZsbAS3KmCO0iwv7szDbGc+ZXp/j/4/Tarr+p6X438I3ek/CnxN4MhurW9mt786te3Vx5oudOltooT5EscIi+UyCVnkKorbW2/QggUHv9KRIFQfz96mUbx5fl/X6ehXVy8/8v8ALX1Pz8+A/wC0J8Tv2Q/+CZXwl8P+OfBvxJm8e6tb3GmQP4f8Bah4in8L6XHPILSW8t7GB1W5SzNsojk275c7jhZMfRn/AAT21nw7dfs52Oj+EfBvj/wV4T8LTvo+lW3jLSbvStWvo1RJJLl7e6jjlVWlkkAJXDbSQAMAe7m2Q9Vz70fZlHTIrTm1b7/1/mS47Lt+u47+I9ea+Y/+ChH7Tf8AwrLRbXwLH4V+LGqQ+OLWaLVNX8I+ANU8TLpVifkkRTa28sQupQzKgkO1BmRgwCpJ9OBMUeXzWco7FR0Plz4G/HKTwp4B+F7aP4F1j4f/AAYs9O1HTTH4n0vU7fXtLW0McFgHt5I/MgWVEnYm55KrFht0gB4X9kL4A/EK58F+PvES3tr4R0XXPi3rXjvQrDW/DNzeXdzp8gUQNJAs9vPE0lwJ7hUbLlZIlKgfJX239lXHf+tBt1J/zzQ1eXP5W/FP9CbaJdnf8Hp+J8D/APBOn4neKfgb8Lv2gvE3i3wp8QNShi+Ies67a6Rp3wz1nTtV1iK5ukVbm0iuj+/SQfOIowWjVSWY8Cu2j8FQ/sy/8FNfi78TvEFjqzeH/il4K0K107ULOwuL1Tdac96k9kVhViJnSe2eNSMy/OEyUYV9hG3UsDzxzxS+Quf4uuetEleKh2VvwsVHTn/vNv8A8mv+h+ZX7AH7Lvin9iz4p/BXx18TNPvtPt/+FNXPgi7khtpLj+wLldYOoWtrcLErbWa0lEe9hgy2xTcXkQN9Rf8ABLv4Z+KPhp+zdqaeKrK50xvEHjDxHr+l2F1CYLux02+1a5urVJkIDLI0Uocq3zpv2thlIH0oYgaabVW65P1prT8V8m7/AJkyV9+6fzS5fyHHrXyj/wAFIfh942/4Uf8AFnxFoOpWupnWPA954f0/QbLwTqOuanI8sE2Y4zaXIYtNIyDe0BWPYn+1u+sNtRm3Vh+OayrU+ePL5M0py5Zcx8j/ALPPhjx2P2W/hP4nk1210i48C+FI7WXStR+Gesfb4Z/s8UTH7H9rjujIkaNHtEbByzsB90L51/wTD8Y/Eb4O/sOfBqy8RaDJpel6bqd7beK4ta8H6zoupaBbv9rliZYpgxm3TPEGm2rEiOcgEbh9+m3XPcc54oFuvvXRKbcnPuY06ajBQ7Jo+N/2dfEetfB7x1+1J8Zrrwn421XwL4s8Tabf+HNK0vQZ7jXNZW20yzsLm6gtCFlaN5YwEBxuSB5FGxlJ9C+Pfxh1Tws3xY0PxXobTaFqGiRw+EodH0++vdS8RNJayLcQERoY/O84hEjjbeFBdgFIavoY26k55z60Laqv8THJJ5rGpDnjyvsl8krG0XZ83nc+Gfgh8N5/2efht+zrpvxGt/HWh/EjwP8AC1tFuvE/h6yg1CxRttgtxo3k+XMZbp2hikj8qAswtJCHwWRvTv8AglF+y/qH7Kf7KEek6vaTaXqniLXtX8UT6dNIJJNLW+vpriK1dhwZI4GiRyMjeHwSOa+mBbqB39KEt1RQBngYHtW0pXk5dXe/zd2v67eZly+6odFa3yVkPHJrnfifq+taF8Odev8Aw3pdvrniKy0+4n0vTri4+zxX1ysbNFC0uDsV3CqWwcZzXR0wwgn37e1ZSi2rLQtb3PhX4n+IPG3xz/a6/Zq8TeB9Hk0/x1pNpqVt8QppdLvJNK8P6bNY5mtpDcRwt5h1BbfylAjmkWNzwm4jG+J/gr4jfDP9vf8AZl03z5/EGleD7bXo7/W9M+FuuTafYNd29ug8+5iuJYA87CQAh1WEgllK4UfoH5C5/HP1o8gY/i/Or7JbXv8AffT0F/kl/wAH1PzC8T/s7eIvh7+wR+0Z8B9L0fV5PiP48+IGr6p4XRbGaWDUY9S1OO8tL7zQpiEEKsomLMFja3cOAWUN+gnhb4qjVPGHijw7daJ4ptp/B9nZzXOpzaPKmnav58cjlbGQA/aWj8siRUGUZ4xglgD3Bt1IxzjNOWEKanltDkXZL7lYe8nJ92/vd3/wD48/4Jk+ILj/AIW/+0Yl54b8eaGviX4kXOvaVLrnhDVNJgv7E6bpsAmjmureOM5kilATdv8AkJxjmov2cvE7Xf8AwVX+OepyeGfiBY6R4m0DwzY6Zqt/4M1ey0++nshqZuFW5mtlhHl+bF8xYK/mDaWr7G8gD165pRAo9R9DVR0UV/KkvuVieXSS/md//JuYfRRRQUfJP/BZ6S71n9g/xP4c0jw/4w8Ta7rV3phs7LQPDl/rErCDU7OaQsLWKQRgRqzfvCuQpAya7D9pDXvDHjGf4S+Ir/S/iBYJa67NfaZ4is9MNq3hWb7DdRGS9tryPesc6PJbhXt2bfOhAQlXr6DMCk/xduhpTECQf7vSptpZ9/8AId/1PjD9jT4Nz/s6+G/2hfiXrWn+Lvs/xb8WSaxYWbaLc3msTWkdnBZxTy2dtAZUkuJI5Z/LWJTGkqBlQhlFr/gmX8R7r4Ff8Ek/AEuteCfiWutfDnwdbQap4dHhHUIdbmmiiy0FtaTxRvcSHoBHkE96+wzbq355pRCAaqOiaXaK9OVWXroRy6382/W+58Uf8FS/APjvWf2Rfjdrvh24k1qTx34Fn0DTPDVp4B1PVtaO60n2W4Nrckq7zTyHzJLfbGWVWyAct8aeD7H47eEPh34f+NWl6lffCrUPBt1BdSLoOpaFGuquRbeXeRsxu7PFq0ixmR0SRnkOc+UB9sfZ12gc8UpgU/nnip5Vdu39JP8AzuVdtJdv1t/lY+cv+CZHwU1D9nX9m+bwSlxq114N8O6zc23gp9WtBa6gNDGxrdJ1CISyymdUd1V3jWNm+YnP0cBg/jTVt9pPzMc1JiqlJvcmPW/dhRRRQUFFFFABUfnHPTvj8f8AOfSuZ8f2HjK+u7X/AIRjXvDOjxKr/aE1TQZ9SaU8bShjvLcIAA2QQ2cjGMc+d+Ovhv8AGTVNZ8PajH8YPCvh3R/DuoLfavaad4DZ/wC3LVVIe0kee+mMaEEnfCFkDKh3EAqQD26o/MY9F74+n+fSvE/2yv2r4v2SdE0LXdZ1rwzoXh7W9Sh0OK41Kxvrt3vplleJAtqrMFZYyNxXAPU4r5J8J/8ABUnTbX9s/wAfXk/xN8MPojeDvDyWdrLZeIH02K4N5rX2h4rbyyI5mQWoeTYN6pEMttYgA/SPzefbOK8C+HP/AClN+Mn/AGSrwH/6d/GdZn/BNr9pTVv2ufhn4o8dt498I+PvCuo+Iry08PyaH4avtEbTI7d2hltZhdyFp2V0yJdkYbcxwMgLp/Dn/lKb8ZP+yVeA/wD07+M6APoCivE/i3+01cad+0z4b+Dvh/UdI0fxh4k8P3/iSC51XSp9Rtzb2ssELII4poRuLXCsS0q8JgKxbKcV8Dv26vFXxn/ZQ8ceLLbwr4fj8bfDTXdZ8M69YTalNBpsl1pkkiSz28ixSSNHIFR1jZQRvKl/l3tnKrGMXJ9E38k7N/eUo3dvNL5tXX4H1DRXylP/AMFDdUsP2KfgL46m0fTf+E1+O0vh3SbG1AkGm2F/qkKzO7/MZDDDGJnChtzlFTeu7evo/wAF/wBo3Vdd/aQ8dfCnxRHps3iDwhpema/bajpttJbW2pWF+bmNSYXklMUkc1pOjDzGDLsYYyVGtrSceqbXzWv5O5nGalFSWzSfyei/HQ9mzxRXgP7PX7Yl98dP2vvi54DXSrW08O/D2w0iXTr3LG61KW5l1CK5ZxnakaPZqqLjcRuYn5gq7Hxx/aYk8HfH7wF8K9HvdL0rxV8QrHVNRsLzUtNm1C1EdgkBkj8qKWIl289WBaVAFjbqxAqbr+vL/hiutv61PZqK+MfCv7eXxY+Mfwj1zTvBfh/4dx/Fzwj8S7v4c6jFrdzeQ+Hr2S1ga6a5jeFXnhWW3MbBSsvluxUlwNx+mPgfP8QD4Dhk+JX/AAh6eJppC0sPhoXLWFshwFjWSfEkrA5Jcxxg7gNg25Zx1V15fO6TVvkxSkk7ev4Nr80ztqKK8f8A2vfiD8UPBmg+FLP4Saf4D1HxZ4i14af5Xi65u7bTvs62V1cyHzLZHkST9wAp2OvJyOhEykkPc9gorxTW/iR8Wvh98JfC51nRfCut+OPEGu2ul6g2gK/9laBBPIVa5K3U8Ut0kQADBGjd92VjGCp8s079sD4w/EK/+Nvw/wDCGk/D+8+J/wALfFOkaHp2p6kt1aaBqcN7a2988k0KSSXETRW8kqkJJIGdUI4LKr5tWl0/zS/VAtf69f8AI+vqK+bf2Zvij+0JrXx71rw38UrD4Nx6JomkxXU1x4Rn1KS4+1TyEQxEXSoNvlxysxAODsGeWx1XxZ/aK1iw/aY8IfCfwuulW2va/omo+Jr7UdTtZLq2sbG0mtrcIsUcsTSSyzXaAHzAEWNyQcqC9NPPb5f8MLmWvke0UV8tj9vDxNrX7GXxO8e6L4d8O3viv4TX3iDR9bs7q/ntbB7jSfPDywERSO6yCOJxG23AlKmXKZPuH7PXxIvPi78BfBPiu/ht7e98TaDZapcxQKVijkngSRggJJChmIAJJx3PWpjJO9ulv/Jr2/Icvddn5/ha/wCaO0oorzf4w/EXxdovjvwb4e8LaRbtH4mmvEvtcu4kubXRBBAZE32/2mCWXzWBQGMttIywwchylZXYHpFFfHXwu/4Kaax43+FGnx3Hh/S/+Fgax8UNW+FGm+U8iaVeXeny3XnaiQS0kUAt7SaUwFmcunlrIdwlrrfjt+1348/Zc8AalceLPD+g6hqus+M9I8G+CrqyZ7e01iTUWt4VuLmHzJZIEhlkm3DeWdYflC7gSoyTSa62/G1vvuglpv5/he/5P7j6YorxX4X/ALRmsH9qjxH8IfFg0m81vTPDdl4ssNU0uzktLe8tJ557aSJ4ZJZmjkjlt85EjB1mXhSjZT4iftG6zc/tXaX8IfCf9j2OrHwxP4t1TU9Vs5byG2tluY7WCCOGOWIvJJI0rFjIAiwY2sZAVOZaed7fK9/yYd/K342t+aPa6K+P9G/a2+OH7Svw98K33wb0X4V2mtW+pa9pHi+Lxhc34s7e40q+Fg4s2tlLsHmDyAupHl4BIbr6l+xX8T/ir8S/CXiG9+Kdn8PrW5s9an03TG8JyXkltcxW58qaRzchXDCdZUA2jiLdyGFVHVX+fr6BL3dH3a9Gr3v9x7dRTQ9eL/Fv9pi4039pnwz8HfD+paPo/jHxN4f1DxLb3Oq6VPqNube0lghZBHFNCNxa4ViWlXhMBWLZSeZf16X/ACHZntVFfP8A+x7+2u/x8+Afi/xN4o0u30HV/hrr+s+GfEqWTvPaNc6XM8c09vkbzE6qrqrDcu4qSxGT5b4S/wCCoHiDWv2ddH8RX3hnS7Hxb41+LN58LtCsPMeS0spE1S5tEuLl1YmTy7e2eVwhQSMuxSm4MDnTaS62a+bSX3toT0V/Nr5pNv7kmfaVFeL/AAW/aO1bXv2kfHXwp8UR6XN4g8H6Zpmu2+o6bbyW1tqNjfG5jXMLyStHJHLaTKwMjBg0bDGSBk/tM/FD436f8afDnhj4P6X8Kb6C40251DWX8Y3uoWrxKssMURtzaxShiC7lkcLnC4deaOb3ox/m2+V/8g7+Vvxtb77o9+orktX8bX3wz+E7at4ma11DVNNtEN5/Ztu0EN3cnaoWFJJHKB5GCrvc4zlmAya4j9gj9o3Wv2r/ANkrwf8AEHXtN07SNW8SRXEs9lZMzQWpS6miCKzEliFjGW4DHJAA4F2BanslFND14j8Tf2lNQn/agt/g34V1TQdG8ZTeFJPF4uNZ0i51G3ltluRa7FSGaHBEnLM0uQCoVW+YrHMv69Lge4UV8U/AP/gqXrH7S2o/C/wfpGh6P4d+IHjKfxLBrb3olvtN0kaBdLZ3jwKjRPOJppIvKDPGUR2ZixTa29Y/8FHtS1Pw7aaDHpelx/ES4+Kc/wAJy7Rytpa3cMLXj3+zeHMZsU84QeZnzGEXm8GSm5JW89vNNqN/vdg7vtv9zf5Jn1xRXjfwI/aP1Dxl8dPiV8NfEUenN4i+Ha6bem90+3kgtdRsdQhkeCQRu8jRyK8FxGyb3BCI4I37Fd4i+O2s+Jv2jta+GXhfUNA0nXPD3huy8R3Emq6ZcXyXUV3cXVugTy5oQgR7R9xLMzeYuFAUkknbcFrfy/r9T2Kgtg14mv7Xjj9imy+LDaKv27UtFjvrTSVuMpNdSKBHCJSBhGkIG9lBCnJUEYro/wBkD4x6h+0H+yj8NfHmr21nZ6p4y8L6brl3BahhBDLcWsczrGGZmChnIALEgYyT1p31a7Wv872/Inm0T73t8rf5o9JopASa8C/aX+J3xwsPjR4c8MfCDTPhTfQXGm3Ooay/jG91C1eJVlhiiNubWKUMcu5ZHC5wuHXmp5lzKPf/ACv+hXRs9+orxP4qftEa/wDDPxV8Lfh6q6LqXxF+JDXKG8FrLDpNlDZW6zXt35XmGRlXdGkcHm7maZcuFV2E2qfFP4qeC/gV4x1zWPDPhOXxB4cur57JTqMtnZ6lp0KlorvCLcPG7gf6lmzxy60pVFGLk9lf8Aim7W6ns1FeafsefGrUP2i/2UPhn4+1W1s7HU/GvhfTdcu7e1DCCCW5to5nVNxY7QzkAEk4xknrXnWt/ta+LPHfx6+LvgnwHbeHYZPgxpen3GovrFtNMdYvr23luYrWIxyxiBFijj3TMJPmm4TEZ33U/dtqXS9/kKlL2iUo9bW+Z9IUV8m/Hj/golr2if8ABOjw/wDtAfD/AMNaHqGma/pOlaubfW76aGSxjvri1iVfKjjPnMouH3fvI8GMEbwcV9YBydtVKLV0+ja+4UZKSuh1FFNDnPIqSh2eKK+e1/bNvr3/AIKFx/B+30u0TQLXwbqHiC81OQsbiS8t7nT4xDGoOBGsd4SzEEsxULgKd3F+Cv8AgoVr2rfCD4SfFbULDQx4B+MXiWz0PTtPgtpl1TTLfUJXh065kmMpjlZ38jzIhFHsFw2Hbyf3kxknFSXW34txX3tMJe62n0/yv+TPrijPFfGXxf8Ajh+114Ql8Ra5oOj/ALPFx4TbX30rw5baleaumrXavefY7VJ/LRoFkkk28hlRQ4J24OPpH4s+I/GHhn4BazfaDDod546j0tl05LnzI9Nk1Jl2ReZg+YIPOKlgG3bMgHPNDlaLl26dQ+1yev4aHeUV8k+Bfjj+014J+NWk6T8VLL4Cp4Zj0e917W7jwtNq8t7bWtuoBMaXCqhZpXQYyx2hj6A2Ph/+3n4kvPAvwJ8eeIdP0GPwj8ftRtrDTbCzgmXUNA+3Wc13YNLM0rJcblhWOQLHFtaYEZCEGu3y/G6X32Fzb+X+V393U+rqKAciigYUV5f8UPH3jpfi3o/hXwtpen2Nhf6Pe6lc+JdRtlv7OznhkgSO1a2S6t5yziVn8xdygRFTgsDXkv7Nv7cvjj9qT9mj4QeL9F8G2em6h8RtSv8ATNVuzIl5YaB9jN5GbnyWngmmjmltQqqjb0EuWB2kmeZNX/rr/kB9VUV8Z+DP+ClviPXvDl1od1ouiR+Ov+Fw3Xwisr1IpRpV1LBE10+omDzDKiC2SQ+QZctIgUSBW3D2j4D/ALR+oeNPjp8Svhr4ij09vEXw6Gm3pvdPt5ILXUbG/hkeCQRu8jRyK8FxGyb3BCI4I37FqPvK6/q6T/JoTlb+vNr800eyUV8/6x+054q+IX7VPjr4W+A4/D2n3nw38PafrGq3+t2k11He3GofaTa2sSRSxGNVS1ZnmLP/AKxVCcE1xNv+2l8Vf2k/gr8G/FXwN8O/Dtb74jaZc6vqdj431C9t4bCODyY5YYp7WKRmkWeUqGMRVwhPy5GZ5k1df1dtfox215f62T/Jn1tRXPfDiTxJB4J01fGE2hz+JPLH29tIglhsVkYn5Ylkd3KjIXcxyxBbC52jf3/NVPRhHVXHUUUUAFFFFAHzd+2ppln4e0i4tfDF14mvvix4132vhrSU8b6xYWMc+1Ua+nht7lUhsrYFZZmVADhUXdNNGr+PfEr4cfC79mz4Y/D/AOGfxo8ZeLvin4P8WCDwZ4h8QeIfiBqc8k+qT/LEdRtBdeX9kumzFuxticxK4dZTIn1F8cP2Jfg/+0z4u0jXviN8MfAfjzVtBge20+48QaFbak1rG7K7KomRh95QRn7pLYxubJcfsT/CObwPc+GY/hr4Hs/D94YDNp9lotvaQSeRMk8WViVeFkjjfHTKA465APHf26/Cdn8IPAf7PeieGbWS1sfDfxG0m10u3CS3pgSLTr9Yo1VpBJKAqhQgkDEDbkZzXyV4q8CfFbQPjn4q0vw1deNPEt18MUs/iD4P0WLwB9r/ALGvtanvrOZLWC91ZLeOG3h0+4+zCWZljGo3YjUFIQv6e/Er4N6H8WrzwzNrUM07eEdah1/Ttkpj2XcUcsaM2PvKFmf5TxnHpVLxR+zt4R8aeI/E2rappK3l94v0iz0LU3aeVfNtbSS8ltgm1h5Ukb39ywlj2yZcfN8ibQDxv/gkTcS3n7DOkTXELW91ceKPFks0bRLCySN4l1QsCis4U7sgje2MYJY8nb+HP/KU34yf9kq8B/8Ap38Z16R+zr+zx4Z/Za+DGieAfCMF7b+HtBSRbdby8lvLiVpZXmmklmlZnkkklkkdmYnLOa83+HP/AClN+Mn/AGSrwH/6d/GdAFD9vP8Abz+Hf7F+m6PaeJfGngXwb4u8WLNb6DceJL1Le3tEUJ51y4JDtFHmM+UmDK+xMqC0iecfBXx/8EfAP/BNHxrqfgHx1pOq+CpP7Z+1+MdQv4YofFOrTrJNeXhnYqsjyXEkg4AGUKqu1Vr7S+z8fe/Ska2y33uuM++KxqU+enKm/tfl/X3lRlacZfy6/Pv/AFtr3Pz4+BU3w0+Mn/BI/wDZfvb7xdaw3Xgn/hDJNG1XSYG1iPRtfjit4YYbqKEnbGfOaKYSNHtSVjvjbaw2Php8MviH8Rf28Pjx8SvCesaHrq3HhbQfA1lqfmS6XpclzDc3c9+trIi3LbreKdF34dftDuh2+WyD7o1LRbfWLCe1u4Ybq1uVKSwSxh45FPUMp4IOTwadY6TDptrFb28cdvbwLsjiiQIkajgBQOAAO3T6V0TfNNz7tv70l+V/w7a406ahTVP0X3O6/Hp6nwD+xj8b7DSf+Cpvx80OWT4Z6Zb6N4Q8M2tzaaV4wOoS2cdlHqhZYkNrG8rJvxKGKGP5Sd5avZv2kP8Agp98G/g38DfBPjxvH3gWzj+JluW8F6hr18LG0uo5EV2uWMm2UQIpRnAG8kogAZ1r6e8jp6UC3x3rOWqt/Xmafab/AK2SR8H/ALNXib4Laz8LPCdn4Jmj+K3hLxJ8Q7278S/EBdZisbK8157N7me8co6ieOV5Bai3X92A3l4ZUwfTv+Cf3i3VvEfxm/aDs9Nuf7Q+Euj+LrW28E3CS+bao39nW7alb2r5I+zRXhkVQp2JIZkXAQqPprUtFt9asZrW8hhu7W4QxywzIHjlU9Qyngg9x3p1npUOnWkNvbpHb29uoSOKNAqIoGAoHQAdgPT04qo6NvysvLb/AC08ibbPr/w+/nr/AFcsDdmvG/2lb/RLv4l/DPRfE3htdR0HUNTvLl9XudXWys9JuYrR1iiljZgLn7QssyCE5UhWJBAr2aqer6BZ+INPktL61t720mG2WC4iEkUg9CrZB6Dg8cUFo+IP2ZP2n9W8DXvj6xvtP1jxB8JfEHxZuPC/g/XoNTit7TR9LfTkluJhcySp/oUd+lzbwmFiQSI4+FQHe/4J8+LpPB/7SX7S3hHSIl1X4X+EdasdR03xMzm5uL/UbmzMmpWk12SXvJLZo4F8yRnkQSLEzHYoH2DJoVrNpv2Jre3ayMfkm3MY8opjAXb0244xjGKbpXh600LTYrOxt7ezs4BtjghiWOOMdcBRwBUq6Xu9revw6v5q/q97CevxdXf8W/1t6Hzh/wAE6fjja+Of2BtM+NHiOZbBfHEN/wCNdYuZQW+z27zSvGGxlisFnHDEuM/LCoArkLvxBp+u/wDBUX4RfFay1CG68BfEb4Sajpmg6scxW91O13YajEgLgFXmtfMkRSAxWB+MK2PsCx0WDSrGO2tY47a3hASOKJBGkajooAwABTdV8OWev6bLZ6ha2t9aTDEkNxEskcgznBVhgj60SUXVU4rRXsvVNfgmKUbxcX1tfz1T/Q/Onw1run/Db/gmn+1/4u8Qaxpmj6D8TPFPjjU/Dtzf3iW8Wp28ls9rAYWkKhvOa2eSPB+dWVhkNmvrj/gnr8QdD+IP7Enwtu9C1jS9ctbfwvplpLNp93HcxxzJZw742ZCQJFzyp5HcCvZorJYY1RQFSMYVVGAoxjgdqd5Ho2O/SlTjyJpdopf9upr8bilHmkpecn/4E0/wsSV5H8b/AIw6fpHxN8M/D3WtN12z0bx1YXzyeJLbWV0mDTZbfyilv56zR3HnTeYSghySsMhPyhiPXKpa34dsvEunSWeoWtrfWc3EkFxEJY5B1+ZWyD0HWm1fQtH5LfDPSNT8f638EdQ1a1gh+C/wf+PHibw1pmuQIlva69pE+n3UNnfXLxgRzI99I9rJcfduHclyzSOW9h8Q6Xofj6/+Pth4i1e9034P+C/iP4TvvhzrOn2UupwaLr6fY3mSCOMHfaR6gYUkjUiJDNcpujwxX9CZNBtZtKaxkt7eSyaMwG3aIGIx4xsK9NuOMYxjio4PDFhb6L/ZqWdqmn+UYBarCohEZGCm3GNuOMdMcU4+6/u/Dl19dL+rFL3pcz/rWTt+NvQ+J/A7vpP/AAUq+K3x18SeK9NvvAPw5+F0HhzVtbsbJ4dMguEvJ9QuY41Ekxke3gRGkIZiGuQmAQVroNL1GztP+Csuj/EL7dCvgv4kfBuO10HU5GMVtdTW2om7eNS2AHa2u45QpwxSNzghDt+vdO0S10fT4bSzt4LO0t0EcUMMYSONQMBVUcAewFR614ZsfEmnNZ6hZ2eoWrEFobmFZY2IOQSrAg4/nURppONvs3t81K/4y/AKnvc1vtWv8uW3/pP4n53/AA8+LWufsg/8EkPjr8VrFZre88UeMPFXiHwvIULHytU12aLTroAjlGE0M69ijKe+K+/vhz4Hsfh14G0nQdPjaOx0izitIQeWKou0EnuxxknqSSa1r7RLXVbT7PdQQ3ULY3RyoHRsHIyD71Z8qrj7q5V0SXySSJau+bu236t3YHrXzn+3n+3l8O/2LtL0e18S+NvAvg3xd4sWe20G48SXyW9vaIoTzrpwSHaKPMZ8pMGV9iZUFpE+jQuKZ5HP3vpxUuLZpF2Pi/8AZgt/Cer/ALLOkTfA3VPCnjv4a2Ovahq3inxLrniB9PTxXfiT7TcXZuIrWdXja7kkeQkRqDbiMAxZB8B/Y/8AFXgv9oD9kjVrzxN4h8N6XdeGP2g7/W/DOqeHr2XxI1hq8/iW9+ytcwRwx7bSUTNGJGZVkgmZ90RAav1M+zfPu3VFqOi2+r2M1reQw3VrcKUlhmjEkcinqpB4IPPByOafL7/NvovwcX+mmhLvycnnf8JLX/wLXufE3wSkbwx+3x+0J8fPE/ijT7r4feGfBGl+H7nXLW1MWmiSwe+vL3yAHlZ0t0mjV2DOTK8q8GMxr6l40+IHw3+JPxjivvFem6ZH4Tj8DRa3pfivU9eW1sdRtrqV2lRLVmX54Uhhl+0Fd0X2hQpQsS30TY6XDpdrHBbxxwW8KhIoo1CpEo4CqBwAPaoNX8MWPiBYVvrO1vI7eUTxrPCsgSQfdcbs4YdiOR2NHLtbpe3zvf8AP/h7hLVuT62/C1vy/wCGPi39knxf8XNb/Yf+FPiz4gQ+F59O0Wxu9U1C68Y+I59FuriNLuRdLurpmtJ1OLQRTMZSrNMyOQChzqf8EHPiQvxD/wCCavgMx3HhqZdNF1AV0nV/tzxFruZ9twnlR+RIN33Pmyu1s84H2UbfOOenOcc0CHaR7cDA6VfNv5/8EndIcPvGvmX9vb/goB8N/wBkGXTNA1z4ieBPAHjjxhbSJpl/4hu4YV0q0VgJLx0YhpVRj+7hH+tkUKdqiR0+mgppBDg+w9qiS2LjofAfwJ8N/APR7P4B+JvhJ40WxfSU8TWHh3xNqFjLqWm+K4JHEusTXc6PHGry3UYmWV5I8ujKilDsrxrwB8F/EHg3xn4T+MmrXM114T1z9pm/8UtqTw+RANKutEn0W21DaSfKtZLlYzGzHHlTwtuIbdX6qaz4bsPEdssOoWdrfQh1kEdxEsqhlOVbDAjIPIPUGrE9nHdQyRyRpJG6lGVlDBlPYg9qraXNH+lzKT9Ltem+mpMlePL6/ipLXvZPc+MfCHxI8P8Awf8A27f2ofjN4m1a30n4beHtB8KeG7vWnDyWqXlr9vmuFUoGLGP+0bVW2g4ZsdQwGR+23+zL4T/bK/ac16y8VeMrz4O+Jvh34dgl8I+KdKuorHUr2G6803ck0ko2XenoyJFJZt+7JaUyY8yMr9waT4ftNBsIrSxtreys4RtjggiEccY9FVcAVHqvhTT/ABAkA1Gxs9Q+yyCaH7RAsvlOOjLuBww9RzUyje39dHr9/wDXUtPVy72/Cy/JHxBq/j34lW/7Ddh4w8daf8LrbR/Dfgy9gaaXXJvD1pLcj7TapfRWxtJY0Sa1WBoIvNXb9rkTkbCPVv8AgkF45Hjr/gmp8FrlJ/D90tn4P0qxDaPqv9oxjy7KBdsreWnlzA5DxfNsIxubrX0sLcD+noB9KDbhh9DnpVR0c3/Nb8L/AOZnKN+T+7f8bf5Dsc18/fF7V/BF/wDtG31j8QtD0/TdI0Pwj9ttvEWr6+lrZXSzXDrcQrbM6jfAIY3+0EZj89QpTflvoILiqGr+F7HxBHCmoWdpfJbyiaIXEKyCOQfddQwOGHYjpU2d79v+GKvpb0/NH5g/Abwv4w8f/EH9jL4hfGqTUJNIbw74u0CefXHKrdtcTwS6P9u8zgyXFlaK58zl5I1DbmYg+yfBP4wS+H/2SP2kr3xX4gsNO+G+neK9f07wJqmp6gkdrLpf2VP3UM7thoEvDeRxYJASMInyooH27q2gWuu6fJZ3tvb3tpONssFxEJI5B6Mp4P4ipotPjt4Y441SOOIBUVFCqgAwAAOgA9KmrFSg4d0197Tv5vpfsEHaSl2af3K1vTZ27nyV/wAE9P2o/h78Mv8AgkL8J/GmseL9Bi8L+DvAeiW+t39vdC6j0uVbK2Ro5RFvZZFZ1BQjcNw4qj8bJPCHwZ+OXx68ReH/ABl/wjfiPxB4Y0qfxZpl5oc07X0whubewk02XfGkl3LGrQeUnn5dIPkDEq/2N5W/8DkHFU7rwxYXerW+oTWdrNfWYZbe5kiVpoA33grEZUNjkAjNaYj985N/a/AWGj7GEY9vx2PzP/aT8KW/7F//AAbxeDfhz4+1zR9B8UafoXh2zezv7+OKR7mPUrGWeGMM2ZPJywbbnATPFfpT4T8ZaT468O2uraHqmn6zpN4m+2vbG4S4t7hc4yjoSrc5HB7Vom1zjnOPWnR2+wf4CqqTc5ym/tO/zZNOPLFR7IkrD8ePrY8Gap/wjcemza+bVxpqahK8Vo0+z5PNdEdlTdjJVWOO1blMMIOOhwc8is5RuaRdmfm1L4zvtE/4KyeEfh7eXPw30/xBL8Kdc0u5jXxu1zdS3F5qOnyvIyPZRM15IQ0og2rvUswZQoFYfhDw5eeJf+CWP7Ivwtt42Xxxo/jbwno+p6UM/a9Pm0LUYrjUzImMoIUs5SzMNo3J/fXP6gfZ+evWqaeF9Pi1uTUksrNdQnjEUt0sCiaRB0UvjcQPTNOn7iil0af3Scl+bTJqRU3Jvqmvvil+iPnrxt8WG8Z/8FPvBPwxZWOn+FvA2oeOrhT9yW7ku4dPtD77I2vzj1kU8ECvZfDHxl8L+L/iX4o8H6Zq8F54m8ExWc2s2CI4ewS8SSS2LMQFbzFjcjaTjbzjium/sW2+3/avJh+1bBH53ljzNmc7d3XGecZ681IbZiOGx74zxSStFR7X19W/0dvkHKuZvppb8P11Pj/9n/xJqH7ZvwU/aW1a1BXVNe8R+IPA+ksxwILXTo30+CMd9huBcz49bl68b0bT5fir+xZ+wZ4N0tWfxRoninwzdatpwO260pdDspP7T89ODH5E0XkPuAAklROrKD+kGn6LbaWjLbwxQoztIyxoFDMzFmYgdyxJJ7mobPwvY6dqtxfQWdnDfXgVbi4SBVlnCjChmHzNjtknAqY07Wv/AHPvht97buOVpN/9vW8lL/LQvr90fSlPSiitAPDfjp8T9D8RfE6++FHiq11/w7oeqeGX1keKodfXRbdmEzRPaRSxzR3BmVB5rbQUVSu8jcoPz7/wT1/ak1G//ZP+FHhXxl4Tu9J8PeLL3XfD2k+JtKmg8OafHpdhM6abdYjkgeKS+gVWiW1GWKySKFTp9ya74V0/xRafZ9SsbLUIA4lEdzbrKocdGwwI3Dseop2peH7TWtMmsry3t7yznG2SCaJXjkHoykYI9jUxVk130/H/ACf+dwlq7/P8LfnqflL8PrnVl8a+C7y2tba4+EPwT/aNurLS/E4RY01OxvtIvLaS7uJ1AFw8Wp332d7xyTKxy7s4kdvpjwD480P4X/t2/tUfGbxFqkOk/DXwv4Z8NaJfay4aS2juNPj1G6vAu0EsYkvYAwQE7iR1DAfYcOg21vpy2aQQJZrH5XkLGBGExjbt6YxxjGMUmleH7XQNNis7G3t7OzgG2KCCJY44xnOFVQABz2ojpFR7W/8ASVG/4X+YS96Tk+u/pzOVvvf4Hyp8RdZ8C/DH9qb4gePdD8cW3hXxF4g8B6Xd+I11HQprqz1Gzjlu10+4tJS8SG6+a4jMIaQuDB+7BA3edfsA/Bq3/Z8/Zt/Z6+G3xY8Ji3uNN8H6trM2p6zq8dtbWV1Pdpcvpc9qxAuJVjmDsGBVDaltuRlfu698MWOpalaXlxZ2dzdWBY200sCvJbbhhtjEZXI4ODyKdrPhqw8R2LWupWdrqFqzK5huYVmjLKQynawIyCAR6ED0px0TX9df87/LsGrlzf10X6P5P5nzn/wSy8WeKPGf7POuXWu3F7qGhxeM9et/Bd/eSNNNqHh1NQlWwmLud8iGLIjkbl4ljbLBgx+ll/pTUs1jRVXaqqAAFGMAdv6VKExTWiS7WX3dfUXVvvd/e7i0UUUDCiiigCMThjgf/WHpzTjNj8s9a+Rf+Cg/7YOo/sifCn4p6pa/FjwLp/jTwr4J1LxnoXhnWtKVWv44YrgwQhzcI0waWERHyzvJIOBuUHzvXP8Agojaxat8bNO8U/tKfDrwf4Y8C22nRWniDStNtrq//wBNtFeWaKPz5g7wyNhdsTgYJdWAOAD7+Mu0/dNIZuenXkV86eLvirdfss/BbwTba58ZdJvWj0e8u7rxP4k8KTalNrdvaW32uW7c2M1vDCI7VJHdiuHABGCCG+D/ABn+1L8bP2cvDvwh8RR/EjQPFV/D438R2Gp2F/qd5LbpFq2uiy0ue9X+1SLm3jguYpYIflWCMKCyEGQAH69eaR1XH414H8Of+Upvxk/7JV4D/wDTv4zrjP8Agk1+0L40/aa+EuveJviF4mmvPF1xeRDU/DA8P/2daeCrjy/ns7W52D7dbn5XWXzJsEuvmsQQOz+HP/KU34yf9kq8B/8Ap38Z0Ae/eZx+OKPN46V5L8WfjheW3x28P/DLw3rXhfR/FWuaLe6+javbPfZt7eW3h+S1SeBpMvcZLrJ8vlYI+cEeO/DH/gpXfePf2XtL1q40HS7T4qal45ufhmfDyXMjRLrVteTQzkHGSiW0El4U8zaI1Ked/HUqSdl1f+dvzDo5dv8AK/5I+uzNgdPTv60gmz/D+teZfBH4heNdd8UePdK8Z6Nb2tv4W1WK10jWLazltLbXrd7SCZ5UikeQqI5XkjLCRgSh6EEV5V8D/wDgovaeM/hX8fvHnii303Q/Cvwh8UXum2c6NLm+0+Cws7mO5kJUsXmM5ZQifdeNQrHlnKSTs+1/lov1QdvN2Xrq/wBD6kEuRQJcn/A9a8O+Dnxd+KmvfE/wzpvi7wlZ2OieJPCcmvXVza2sqHw5fia3VdMllMsiTybJZTvUR58gnZhsDZ/aN/aBuvhf4k8CeE9Bi0+98YfETVXsNPguizpa20MTTXd6yAr5iQRhSUMke4uihtxALkrWuKMk9un/AA56wZOvHQZo83noeenv1/wr5z1j9pT4seEvgD468QXHw1t9X8SeEdd1DTraAXP9kW+qafAhdNSQTF2CNwPLDsW2kq3PHoH7HHxjvv2jP2Tvhr4/1S1s7HUvGnhfTdbure1UiGCW4to5mRNxLbQznGSSB60R1Ta6W/FNr8mJySaXe/4NJ/menU3zeff0pxOK82+OHxduPBHizwP4X0u80my1zx5qU9jZy6jG00UaQWk11KyxLJEZWxEq7BIpActyEIoKPR9+O1Bkwfu8euelfOl5+1j4q0jS77SZ9Ht7rxNYeP7XwLLfafpN3d2cSXFvBdR38lvCzvHH5dwisrThUJDNIv3R5zrf/BTTXPh3a/GbQNa0vw9qPjb4c+NtE8EaGbQTWVp4kutZjtJLP92zSmNk+0sGTzzuEJJaENwQ992j5fjb/NfeJySV3/Vr/wCTPs/fg56/04p3nKM+3GK8Y+Efx/1i8/aU8ZfCrxZJok+uaBo2neI9PvNPtpLNNSsrp7iFj9neWYoYp7Z1LGUk+YvyqAC3Bft8fHX9o74beP8Awbpf7P8A8NPDPxCS9tL258Rf2xeJaixVWgW2MbvcwDLFp8gFydo4XHM860t1v+G/5FW6f10/zPqRpcH/AOvR5v446gHOK+Jv2ev27fjR458PeD9D8feD/Bvgz4ifELxpqOg6Tb2ztf2sWmWFi1xd6jiO5YTqs0Zgws6DMiMC3Ct77+y5+0Fd/Gafx5o2tR2Fv4l+HPiafw5qaWgeOOYeVFc21wImZjGJbeeFwm98ZI3ZyBXW3lf5af5oltLV/wBb/wCTPXqaJP58Zp2a8n+MvxwuPDnxg8G/DvRNY8NaT4q8aWuo39nJq0L3amGyEPmbLZZoWlbdOgOJQVCsdpGSoM9WEmT/AF9aPM5r40+F3/BSfX/iP4I0jQZNJ8P6b8WLv4nX/wAMbyyxLPaWs1lHNdz3wi3AtGbGJZ/KFxgecqCZmADe3/s2ftA33xM8X/Enwjry6ZH4l+Geux6XeNZK8UV3bzWkF3bXIiZpPKDpMU2+Y/MLEkE7VnmXLz9LX+Wj/VB9rl6/8P8A5M9aabH8PGcdR/n/APXT93+Oa8C/Y8/a6vP2nfit8bNLawsbPR/hz4rg0HSJ4Hdn1O3fTbS8+0uWwCHa4bZtAGwKQWzur0j9oX4uJ8C/gt4k8Vm3W+m0WxkuLWzLFTfXAU+VApAYgyPtQEA43ZxxRUkoR55bWT+9XHBOcuWO97fO9jtPN56Hk8e/+cU0T5bHH0zXkP7OP7RsnxH/AGJ/AnxT8RR2NjdeIvB+n+Ib+K1VhBHLPaRzmOMHc+Nz7UX5mOQBkkA1/wDgn3+0hq37W37H3gv4ia9plpoureKILi4nsLRmaKz23U0SxhiSThYwC3GTk4GcVpKLTafR2ZEZKSUls9T2qm+Zx+OKXd81eSfFn433lt8dfD3wy8N614X0fxVrmi3uvo2r2z33+j28sEOEtUngaTL3G4usvy+Vgj5wRF7u39bX/IrzPWvN5/zzR5vtXx18Jv8AgpPrXxa+DvgiGPR9D0n4p+JviBqPw51DS5HlurbSb3TWunvrjYGQyKlvaGYRiYBfORRK5A33fGv/AAUT1H4eaf4s8M31poF18StG+IOkeANNtk82C21J9US3uLa98oszKotpZpDEZ8OLN/3kZfCqPRLrb8bf/JIHpv6/n/kz648zBPtzjuRSNNgfhmvHvgf+0Fqvif4+fEL4ZeKP7HfxD4Hh03UoLqwgktY9VsL6OXy5hA8kpj2TW88R/esWMW7aoZc8j/wUM/a58cfsleDvD2r+GfA+n+INL1PX9I0fUNUvdSWGLSxe6ra2QH2cFZJWK3DMpU4VlGQRVRfM4pfadl6t2/MNrrsfR4myf/r0u/8AzmvBv+Cin7TXjP8AZH/ZU8XeP/Bnguz8ZXXhnSb3VLlLrUktILCKC2eXznU/NKuUwUQhuc5r174ceIJPFngLRdUmVEm1KxguXSMYRGeNWIHtzQndtdv1/wCGCWlr9b2+Vv8AM3ab5mKUtg15P8Ufit4nh+N+i+A/DMNvptxq2h3uttrOoaFd6lp8bW8tvELctHJDGkjeeXAacMRGcIRkiXJLf+tL/kB6q0mHHHfsaPM5OePY18Cn/gob+0Z8fP2YPgx42+Bvwm8K+J9d8ZJqz+KtO1C+8u20oWVyLXdBNLcW4bfMGIXMh2k43BS9aHwn/wCChfxui+HFmvxO8A+DfCXjrxf8RbXwD4Xs7S6+1Wtz+7Mt5eMY7iQTC3SK63RiWMM1sybwxC1Svdr0/Fpfmwlorv1+5N/kmfdhl/nigyYPQ9M149+zz+0DqPj/AOKfxK8A+I10n/hJ/hvqFkkkljE8Eeo2N5apcW90IHeQxAt9ohx5rkm2Zjt3BRkfHj4/eMfD3jzxb4f8J2en2c/hHwaPFS3usaFeXWn6rIXuEFqlwssEEUi+QpYea7YnBKKFy0ykox5nta/6lRi27Ly/H/hz3jzcnp3xzR5nHQ+nSvlX4Jft66x+1PB8GbTwfa6LoerfEz4ff8LD1X7fbz6hHolsfs0cMAjD2zP5s08gWQuOLVv3ZDbl9Y/ZC/aD/wCGmvgVp3ii4tbfT9Wju77SNYsYZTIthqFldTWd1BkgEbZoH457YZhhjpKLTs/P8HZ/iZqSauv60v8AkeqU0PmhpMHpXjfxW+MXi2D4xzeCfCdvZ6fcW/heXxGuq6roN3f6dOyzeULXzY5IIY5P4sNMXKtnZtUtWcppb+f4K5Vr/wBedj2MTbgKPOG4D196+ENV/wCCgf7Q3x4/ZZ+A/wAQPgJ8J/DPijU/iRpFzrHiLTdUv/Lg0iKPyUHlTyz2wbMsjAfeJUZAIBaug+CP7Zv7RmrfswfELxl45+DvhqDxN4V1eaxsNK03W4oba5toIC1xdNOZ5kcRzBoiiMDuicZyCAVPc5+f7O/y0CPvctvtbf18j7QEmMDB56e/X/CgyZHT9eteZ/sc/GO+/aK/ZN+GvxA1S1s7HUvGvhfTdbure1UiCCW4to5nRNxLbQznGSSB61xPxH/aY8W6p8Z/iR4T8AW3h+8uPhb4atNX1Bb22kuZNSvrsXMsGnKVmhEDeVbo/mHzQRcplV2/M6n7uTU+l/w3Cn76Tj1/U+gw1J5vPQ8nj3/zivG5P2v9L1T9iS1+M2jwQ6lY6t4Yi8Q6ZaJK2LySa3EkNur7N253ZYwSmcn7vatj9j34wX/7QP7KXw18earb2dnqnjLwxputXcNqjLBFLcW0czKgYkhQzkKCSR702rNp7qyfzvb8mLmVk+97fK1/zPTqKKwfiR8QdP8Ahd8P9b8SapKkOm6DYT6jdSuSFSKKNpGOQCfuqegJ9jUykoq7GtdDc84bsd+vXt60B+f/AK9fKek/tx+J/Dnxl+BNn4g/4Q/VvBH7QVnOdJ1HSY5Ym0i+WxF9DbmX7ROl4s0KzBZFSFMxZyS6pWl4N/a48dfFuDw/4u8H+G9O134fa942Phq2NtbzS3E2lJLLDJrQuA4VIRJESEaDDKARIQ6uael/J2+f9MnmWj76/qfTPm47c+lK8u0dK+Q9a/4KGa1bfD7x/wDE6zt/DTfDH4deOf8AhErvfFM1ze2sN3b2V/qIuBIBGsE8s+YvszlhZthyJFdfpH4x+MbnwB8IfFHiHT44Lq90fSbm/tkkBMc0kUTSKrYIJUsvYjg9anm9zn8r/hf8iopufJ1vb8bHViXP8Jppn29q+Wf2GP2hv2hvHPgrxJ4l/aO+HvhD4Rabodr59tDp2oR6j/aESrvkuzNFdTLFGqKf3TIWO7IfjBq/CD9vPxJ4m8O/Azxh4j0/w/YeD/j5dvaabBbwzLcaK89pPd6f5k5kYXHnxQbT+5gw0oztZdjVt+C+/b77Exkmrrz/AA3PrSigHIooKG+Zijzflzg15R8Ufiv4nh+OGi+A/DMNvp1xq2h3uttrOoaFd6lp8Zglt4hblo5IY0kbzy4DThiIzhCMkeWfs1/t/wCoftK/s6/BnX4rbQfC/iz4sX19pnkXfm3VpaTWIu/tJiTdE02WtCFQSghZSwMixkki7q6/rVr80w62/ra/5H1UHyvSgy/zxXyz43/bo13wHZw+GprPw/cfEDUfiRbfDrTyiSR2d081rFfteiDexxFYu8rQG4GfK2+YrsFHo37PX7QGo+Pvip8SvAPiNdJ/4Sf4b6hZpJJYxvBHqNjeWqXFvdCB3kMWW+0Q481yTbMx27goI67f1on+TQPR2f8AWrX5o9gMmD0PTNHmCvB/jt8f/GWgeO/F3h/wnZ6fZXHhHwcPFS3msaFeXWn6rIXuEFqlwssEEUi+QpYea7YuAxRQuW5/4Rftp6/+0f8ADr4G6l4a0ePw/N8YvCUvipry80a91bT9IZIbWQWrvH9nUM/2hijSSRlxAQqtu+VRd02ulr/O9v8A0l/cEvdkov8Arb/NH0x5vPT3606vD/2Af2pb79sD9nC08XappdrpOqQ6tquh30FoztbtPYahPZPJHu52yeRvC7nC7sb3xuPt+6nfS4C0UUUAFFFFAHwb+278M9d/aD/ba8afCvQ7JvJ+KXwXi8NavqzuqwaHptzql5DeXLKTuklEDyJDGinMrruKRh3XD/4KafB/4mfDDwV+0P4n0vS/BGqfDv4iWGjSX13c+Ibq01jSfskS25WK0FlJDPukERDNcxkKzjGVG77H8bfslfDr4m/FT/hNPE3hDQvEfiBdJTRIptUtVvI4LVJXmCpFICikySElgAxwOcDFZXjf9gn4L/EHwzdaRqPwt8C/Y7zb5htdGgs5htdXBWaFVkQ7lHKsD70AfMv/AAW38LXPxC8Ew6DY2NrfalfeC/FEenS/br+3mspbi2hsfu288cU32ia9tLdVnR1UzPwwYqfhr4/+N9A8K3/jrxrp/iHQ21zwPq3iTxTp9hfXekSTazdWnxJurzSbTRwqHUFmn+wXKziNtrotgrAoEA/avxv8D/D/AMRfEuj6tq9mt1daNcwXcYztSeSCQy2/m95FhlPmojHYJQj4LIjLUX9nHwm/xMs/FlxpdvdappJlbSkkjT7NpDzbvOmgiVQizy75N8zBpSJJFDhHKkA87/4Jx6zDrP7Lnh+abxl/wnPiDWoF8S67qEOpzajZxXeqA6g0FrLIWAtYluFSGJMBYVj+UFuU+HP/AClN+Mn/AGSrwH/6d/GddX+zh+xh8Pf2S9Z8aXXw+0GPwzB4+1Rda1TT7SVxp63YQI0kFuSY4N4ALCIKpKg7RXKfDn/lKb8ZP+yVeA//AE7+M6AKX7ev7efw9/Yv03R7XxJ428C+DfGHi5ZrXQ7nxHepb29si7fOupMkM0UWUPlqcyPsUbRudPkQ/Dz4WeJ9P/ZZ8WfDfxFJ4q+EPhj4n63/AMJV4sadWt/EOo6lpt2sl/cSrhDFNqEot3yEQGXygBGQD+ojQZfdwD61XutIj1G1lguo4ri3mUpJFIoeORSMEEHgg89f64qYqzv/AFun+P8AwRyd1bumvvVvyZ8VfB8ePvHPxX+P/hvwXD4d1f4Oaf4r0uDS0v8AWZbGxEJ0tJNWs7OaOC4Ah+1CJXRVVEMt0qlWHHyp4h1zVv2tP2Lv27PDfha48I3+pf8ACwRr/wBm8MeJDq99LFaR6I83kRC3TzIWitZFWRcFnUxhDjn9gNL0S30awhtbSGG1tbdBHFDCgjSNR0ACgAAegGKmS2ZBgNxxz60U48sm12t+MX/7aTraK7O/4NfqfHOh+ObHQP8AgoL4Kj+Gup2N18NLj4c6nq/jiSwuftFihWW0fS7yXaSPtMite/vOZJkD7iwjUjnfjlJ4W/aC/bp/ZX+MNvq1rrXwf1/w34i0+21By0enXdzex2VzZJL5gX5ZltZdsbgbnhUEZwD9vaV4as9BhlSws7OxW4lM8qwQrGryMcsxCgZY+p5+tO1Tw/a69pctlf2ttfWdwpWWC4jWSORfQqQQR9apStZx6Xt873+5SsvQXL+KX4Wt+KPiP4K/GKTw3+yT+0hfeK/EGn6f8N9P8Wa/pvgTU9U1BIraXS/sqYigmlbDwreG8iiwSAkaqnyKterf8EivHuh+N/8Agmr8EW0TWdL1hdN8EaLY3hsbuO4FpcJYQB4ZNhOyRScMpwV7gV9GW+nR2dssMMccUUa7URBtVAOAB6DHHHSnLa7T/LnpRD3U13UV/wCA3V/ncmUbtS7OT/8AArP8LExFfK//AAUc+FXhX9pHVfh38MviAsek+CfEN7dak3iJZfst7p2qWYiNjBZXZ/49LuXzZnWRT5hS2lRcFyR9TkZqpq2h2+vWElpe29veWk67ZYZ4xIkg9CDwR/UVDizWLsfEH7KfxI1z9kvwpffDvxFf3vxS8Ft45/4RnTPiHbT2unzC2ubJ7ma41S5EkaS3MM4MD3MP7yaSRPlEoYV5pY6R4X1bxN+0N4J1a+vIfhZ8O/iH4V1/wn45tbKXWLyLxRPNbSywXEqBpNQ+z3K2qSySszrFOY3kUIpT9Jv+Eetf7JOn/ZLT+z/L8kWxiBh8vGNm3ptxxjGMdqZbeE9PstCXS7fT7G30xYzCLOOBVtxGRgp5YG3b7YxzV/a5n0tr105X+a+8jpZ9b/jf9HY+Mvhdpl5d/wDBTv4mfGfWPFGm6p4J8B/DG38MahrFhaNb6ZFdLfT39zDEBLKZHt4Y1aVg5Km4VMZUgeift7/tb2vgz/gnjffEPwRqjXUPjqDSLDw5qduGXjWbm2tbe7j3AEbUu1lXIHKjIzxX0dp+iQaPZQ2tnb29ra26hI4YYwkcajoAoGAPYYxT7/SotSg8q4hhuItyvtkQMCykMpxjqGVWB6ggdMVMYqKUei+/V3f33+RV/e5+rt+CSX5Hyb+0p8P4/hl+3f8Asn6/b28em+CvD6eIfCRkX5bWxmvNPg+xRsTwu/7I8Sk43O6LnLAG/wDsBaDcat+09+1N44g+bw74w8dWVrpNwpzFfDT9FsrO5liPRlFxHNESuRugcdQa+otQ0a31iwmtby3t7q2uEMcsU0YkSRTnIZTwQfQ/rS2ekxabaRQW0cVvBCgjjijTakagYAAHAAAwAOBVR0bfk198lL80JrRKPf8Az/zLVeAft2ft1fDv9ibwxot14u8WeC/DPiTxLJLZeHm8RX6WduHCgyzSMTvEEY2s4T5mOxB8zLX0BjmoxDj6fSpcb2Li7H5j/De3+Gh+I/7N/wARPhj4qi8eeCdH+KPiGHxn44EiNba1rur6LKv25pEO1Y2unitVHCI7xRDIAJ9Y+Gngfxj8Q/2uP2qfE3gy20e90HxRrfhrw21zfanLYQXkOnaW41BbeeK3mO4PcLblguFIlwwePB+3LvTY9QtZILiOOaGZSkiOoZZARggg8EEcc9vWo9K0O30OyjtbO3t7S1t1CQwwRiOOJR0AUDAH0olr6f8ADfhpsTdp3/rdu/4nwJ/wT5/aq8PaH+0R+2NrGt6x8OdL8O+GNdtdZ1KXRvE/9qfYLa08P6ZFK8cSW0Ze3jEThpAAVkUxbGI3H1/9svx/qsvwh1T4gWb+ALz4a23hGbUtMvtX8SzaTme6t5QbgobORHzA6rEDIpJnlBGSpH1E0Dc7T9KGt9x521nWpupT9n/dS/Cz/roXTnyT5vn+p8I/sJ+P/EXib/gnL8AfEUH/AAqe88E+DvBemTahJc+OZLe3jureztxC9xILCRIzD87tEx/dyiM7j5YJ6b/gg18Rl+I//BNXwI0dz4bnTTRdW4Gk6wNQeIm6nfbOvlp5Enzfcy/y7TkE4H2SYWx6Z9+lIkBUY4xXTKpzSk7b6/izCnT5IRiumhLjmvnT9vP9vP4e/sX6ZpFr4k8beBfBvjDxcs1rodz4jvUt7e1RdvnXUmSGaKLKN5anMr7EG0bnT6K2nfmmmH58/rWMo3aaNYu25+afgHSvhnp3iX9lPx58K/EH/CXfDLw78RvENnr/AIxkkSSPXNX1XTLpG1KWYfKfN1B/s+7CqJJEjTA2ZveMPhZ4W+Iv7WXx2+IXiHVLzRtJtviT4FsvBuv22nzalbp4g021ELbo4+Gt/MvmtZ23Iq/vgZI2j3L+jN7pkeoW0kM8cc0MymOSN1DK6kYIIPUEEg1Ui8IaePD7aSdPsf7LMXkCz8hfs/l4xs8vG3bjjGMYquqa8vwa+7b8fIW+/VW++/376nxf8EGPhb9vj9oP49+JvFFjd/D7w34I0nw9da3a2jR6aZbFr68vfIVXlaRbdJY1dgznzXlQfMhVZP8Agsl8e/A8X7D3hnULjxd4fsrXxN4u8HatpbXl/Hatf2i6/ps7zRrKQ2xYvnZgPlXJOACR9q2Okxadax29vHFb28CKkUcahVRRxgDsOnFSrbEH+EjoM/nSjdSi19lp/c+Z/ewlq2+6/RJHyr/wVs+MfhGH/glN8atTk8U+HF0zxF4D1i20i7bUofJ1OaSxmEcdu5bErueFVCSx6V7b+y7460X4i/s/+EtS8P6xpevabJpdui3enXcd1AzLEgZQ8ZKkj2Nd+0GaPI9hTjGzk+9vwv8A5hLVRXa/42/KwpXBrxD47fE7QfEnxQvfhT4qt9f8N6Fq3hmTWf8AhKofEI0SB3ErRPaRSxzx3DTImZn2qY1QrvPzAH3Db81Z+ueF7HxLafZ9Rs7PULdXEix3MKyoGHQ4YYyOxpSV/wAQ/wCB+f8Akfn18Lf2yfFnwe/4IVeIviBNpNjo994Wtr/QPB91ZadHY2+o2Y1BtP0nUVtkCxosiPBLtRQhHzKAjKK97/ap+DHgbw14A+C1pqWrXPhnUPAvizTU8H6gmmy38cOo+RNbBblI8fuZoHnR3Z0UFw28HbX0hdaNDqFo1vcW9vNA2N0ToGQ4II4IxxgfkKbqmgWuuadLZ31ra3lnMu2SCaMSRyD0ZSMEcU92n5p/d+u4ujj5Nff09LaHw/8As9+JrH4NftS/tR/tEeO/F1ivw2uLfw7oEfiGO1eLTLh9PjnS4a3VTIzwxy3kcBcM4aaOcZGCq+rftUfEDwn8WP8AhZ3wv8etrXgfQtD8ORaqviOXW4tPtNWimjnEwjjEu64ig8sCWOeJ4H37HVhwfo+3sY7SBI4I44Y40CIiKFVABgAAdgOgqprPhHT/ABGbc6jY2N99lkEsP2iBZfJcZ+ZdwOG9x2qaseePL/Xr95cZWfN5r8P+ArH50/8ABOnxp408RftLfCT4mfFLQ7HwLffEL4Cw6VFB9m/s+ziudO1WWZokjbAhMlncw3Cw5BVBJgFY22/QH/BI/wAK3uj/ALO3irXrqOSOx8e/ETxV4q0gOMebp95q9zJazL/sSxbJUPdJVPOa+mta8M2PiTTmtNQs7O/tmKt5VzAssZKnIJVgRwefarXkMB/D7Cr05rx8/wDyaXM/xsZ8vu2/w/eo8v5Enevn/wDaG+Ifhf4heNPFfwn8bprvhHQF8LrrR8UL4gTR7e6WRpo5YIikyzSmFIxJKHRoMSIHBBAb6A2c1n614WsfEsMcWpWNjqEMMomRLmBZVRxnawDA4IzwRyKzlG+j/r+tzSMrfh+h8F+Av2zvG3wv/wCCCo+KmsaHb+G/GGm+HJNO0WOy09bCEh7xtP0u9S2ChIUkje2n8tVC4YBQF2ivpr9oCXwv+zn+xXr1jf6ppXh7Q9I8NT6dbz6jdpaxki1ZVUySMMu+M8ncTk85r2DUNGh1W2aC6t7e5t2ILRSoHRyCCpIIIyCAfwHtiZbcjrtJ7/WrxEfaxnH+b9f6f3ipNQlF9n+f+R8k/wDBPP8Aai+Hvwy/4JEfCfxprHjDQ4fCvg7wHolvreoQXIuo9MlFlbI0Uoh3MsgZ1BTG4FhkVnfDfWbX9nX9uT9rrVfF15DpOm69pmgeL9NlunEaXNhb6W1ncNHn7/lz25DgZKmWLIHmLn7HltmduMAe3X/P8+Kqah4Xsdae3a+s7O8ezmFxbmeFZDBIOjLkfKw7Ecinif3rk39q/wAr/wDBIoQVKEYLp+n9M/PL4JeAvHv7MX/BKD4c/wDCX6b4JsNF8E/C8NPD4h8SzaTc6fqVxbzCQyRmzlQyRxSrCi+Yh3SzKRkrj6E/4JBeOh47/wCCafwVnWfw9cR2fg/SbINpGq/2hGvl2UIKyN5aeXMCCHi+byyMbjX0n9nYH+HHf3p8cOz0/CqcrznJ/bafpa//AMkLl0h5J/jb/IkB5rJ8Ta1p/h3w/fahq11a2el2Vu9xdz3TiOGGBFLSO7NwEVQSSeAM5rWHFRNCxPX9azadrI0jvc/PPwT+2f8As/8A7fH7VXhK60v4n+EfEevaSl9p3w38I6NepcXFlLNaSrcazdIp+R/s6ukaH/UxsxI82XbF53+y/o2pfAn9hP8AZR0LwdJ5Xxt0XxppnhjxJYLPu1JrWG5li1i1u4wdxtYrRZZAJBsTZBIuGKMf1P8AJbP8PH61Vi8M2NvrEmoR2dml/PGIZbkQqJpEByFL4yQPTpVQtF6eTfny6/c76kSu00uzS+f9K3/BPzY/bA+Dul+I/wBin46fB/4S+LGlf4l+Or3SLXw1Nok0OqprF3fRS36wTSOoexSV5bl5fJdFhEyiXaAU+wfjP8ePDtt8LPip4T0m1k+IHij4eeHYW17wxa3BsriSG8gl8pWncBI/NjjlbepO0IT6Z9mh8MWNvrE2oR2dnHqF0qxzXSwqJpUX7qs+NxA7AnA7VbEDbt27vz7/AOf89jU/Y5PRfcrFX9/m9X97u/vPi3U/7NvP25vh74M+H8lvq3w/174f65/wsrT7K+N/ai3YWi6dPM6sxa6ldrtFkyZJYxKTuCAr5NP8K4vi74S/Y18B/Dnxr/wlnhPwR4q0zxZYQvo0lhqWm+H9MtbgQzamZHLhuYbZcxQmSSQtg7WUfo/o/hmz8PrKtjZWNmlxIZpVt4FiEjt95m2gZY9yeTSaT4ZstCnupLKxsbN72Uz3DQQLGZ5D1d8AFmPqeaqy0v0afq021919CVHRryt8mkmaS8KKKBRQUeG/HX4m6D4k+KN58KfFdvr/AIc0LVvDMms/8JVD4hGiQO4laJ7SKWOeO4aZEzM+1TGqFd5+YA/Ffwd0yz/bV/Yn+Cnw5+Lej6b4U8B32sazFoniewto9ElePSrnytEn0+RFWOwuby3Z5leIKXjt5fLVRKMfpprfhiy8TWf2fUrOz1C3VxIsdzCsqBh0bDdx2PvUmo+H7XWdMksby1t7qymTZJBNGHidf7pUjBHA4qY7Wn/Xb7ge9/62tY/PH4b/AAntfBPg/R/DPjX4gSeI0+FvxZsT8NPiGmjteTaveXNq/mQ6sLbalw6rPcwT3ZeJXYqzMsqtXZfs561a/Cj9qn9qj9oXxt4ssm+HP9n6FpZ8QRWrxaZKulW1095LbqrSM8MJuREWVn3SxTjjBVfti78J6fe6EdLl0+xl00x+T9keBWgKDouzGNvA46cVYh01bWBIoUjijjAVFUbVRR0AA7e3tVKTV7f1ol9+gcqej2/4N/zPmf8AaT+K/gn456b8Rfh340uNY8G+GNO8Lwa5B4nk1yLT7TWbe4hmaUxxeaHnhhVB5sdxE8D+ZsdWHB4f9jf9qHWfjN+yx8G/Cfxc8H6v8Pr74geA5NTu9V07UF8N2Vi8EqRQ2sPlzRXEU0tuUuBFEMRp8rYHFfZGs+FdP8RfZ/t9jY3v2WUTQ+fAsnkuOQ67gdrA8gjnNO1vw1Y+JrCS01Kys9QtJCC0NzCs0bY5GVYEZB5qVFK/nb8L/wCf4BzNpJ9P+Bf8v6sfL/8AwR88cax4v/ZJurO802xtfDvhfxVrOgeEdRtLKO0j8RaFbXkiWeoiONVjzMoOXRQspUyAfPmvq38KitrVrdFRVjWNQAFUYxiptnFPz8l/XzF1fq/zHUUUUxhRRRQA0Sg0ecvHv6c18i+OP+CkfiTw18d9a8H6V8MJPEdv4f8AiAng+8vbTWna4gsV0Sx1m71P7LHaO5iggvoovLBLSStGoIMi4z9O/wCCi/8AwiH7S3xxg162+JWueEfCem+H7jw9o2m/DzVZdS+0XUdwJYEjWzWV3lkiTZ5zAMXIXaqsaAPsoSA0LMrjv+Vec+IvjlfWNl4dvNL8K6hfWfie2glsjfXcOj3Pmyo0otmt7sxzLOI1LGNkDLhgQCrAeS+Bf+Cj8vxG8UeHdH0/4X+KzdeKNZ8S6FZedqOnqv2jQb2ayv8AefOO1fOgfyzzvUg/LnFAH1B5qn88cd68B+HP/KU34yf9kq8B/wDp38Z1sfsifF7xp8Z9O8V6v4m0rwvZ6CdZkTwxe6L4ph1yO9sl/dlZXhhRIpkkRgyh5eWI3nZWP8Of+Upvxk/7JV4D/wDTv4zoA9+3/WnZrzH9qz9qfwz+x38H9V8beLofENxo+i28l5ONJ0ia/kCIATuZV8uLr96V0U/3q9Fi1SGSyW4LLHEy7yzHAA65JoAn8wEUGUKOcqPU186v/wAFJfBd/wDs6XHxI8N+HfH3jrSofFFz4St9O8OaJ9t1XU7q2u5bSWWC2DhnhBhlkJJBESFtvaovhZ/wUu8K/EjVfElrqHgT4ueAf+EV0yHVLyXxb4Xk0pCs03kwRRhnJeaWTcqKB8xU4PSha7B/X42/PQ+j/MGaA+4V5T4E/a10Xxb8dbj4Z6ro/iHwd42XSTrtnp2srbH+1LASCF7i3ltppon8uVkV0LrIu9CVCspOx8W/2hNF+E3i7wv4cktdQ1rxV4ykuV0bRtOWJrq8S3jElxNmV440jiVk3M7qMyRqMs6qRa2t1DyO+81fXqMj3pDOq+vHWvCPGn/BQLwn4S+CbeNLXw/4/wDFBt9fk8MXmg+HdDbU9dsdRiaRZoXtIWLMYvKdmMZcFMOpdGVj6J8EPi+fjh4Ct/ES+F/F3hKG5kYQ2fiXTxp+oSoAP3jW5ZpIVJyNsoR/lOUAIJFqroOtjtqQvgfrS1wfxf8Aj/ofwX1XwvpeoNJd6740vn0zQdLt5YI7nU7iOCS4kWMzyRx5WKKRsM4J24GSQKAO6Egb/wCtR5gPvXguhf8ABRP4e674EutWjXW49VtfF7+AZPDkkCf2r/by8/YFUSGFn2HzfMWUxCMFzIFUka17+254L0Lwt4vvNZ/tbQ9U8DahZ6Vqui3cUcmpLd3vk/YoYkid45TcmeFYjHIylnKkqyOFOia67ee3+a+8Ho7P+t1+j+49kaQKufyoEgJ7/XtXn/w1/aB0v4g+P9a8Jz6fq3h3xZoNrbahc6RqYg8/7LcGQRXCPBLLE8bPDKh2uSrREMBlc6Xj34u23grxDpui2ul6p4g17VYLi7g03TzAJjBAY1lmLTyRxBVeaFeXBJlXAPOFsHkdcJBQZAK8fvP20fCcGk+G1t7fWr7xH4s1i70HTvDkMMa6q97ZmQ3kLK0iwqtukUjPK0oiKhCrv5ke7qvgz8ctF+OGm6tNpS3lnfeH9Vl0XWNOvYlju9MvYtjtBKFZlJ8uSN1ZGZXSRGVmVgS+tg239DuKKKq6zrdp4d0m6vr64itbOxiae4mlbakMaglmY9gACSfai9twLAl3fwt+VHnLj8cfrivPv2bP2ivDv7U3wN0X4heGftkfh/xBHLNZvfQeTMIo5ni3OhJK7vLLYbkBhkA5Feer/wAFFvBurfsyax8U/Duh+NvGWi6T4hn8NQ2GhaT9q1XVrmDUPsDm1ttwMiGQOwJKsY0Jx0FD0dmHS59Cb+KQyALnt614F+zn+35pf7RvxWuPB8Pw1+Mng3UrXTDqskvi7ws+kW4h8xY1AZ3OWZiQAAc+W56Kcdv8Rf2k9G8C/FDS/BNnp+reKPGWrafPqyaPpIg+0Q2MLrHJcyvPLFFHH5skcY3OGdmIUNtfavhtfrt/XyA9GEymgyDHevn/AOIX/BRbwb4M+D3hDxtpPh34jeOtN8ZX0um29p4S8Nz6xqllNCJhOJ7SP98vkyQSRuArFXByMAmvWPhR8QJPil4Dsdek0HxB4Z/tJS8en67bJa38KZO1pIld/LLcNsch13YZVbKhg9HZnVU3fkU7dzXD/Ef4zW/gXxHZaJZaPq/inxDfW0t/HpGlPbJc/Z4mRXmLXM0MSqHkjUAyAkvwCFYg8gO2MqgDnr096BMrE4529favnrUf+CkHgaH9nSx+JGj6L498XWVzrb+G59E0DQJL7X7LUYpJI7m3lsUPmeZA0MhdU3Hau5d6kE7y/tpeH9M+Cln441/w7428J22tarBo+i6PrmmC01rWLu4kWO3iitGfejyyMQFm8sqEZnCIC1Sne9vJfft9/QUnZpP+rbns/mAA9sdzQZAFJ+bjngVwfws/aA0j4o+LvEXhz7HqWh+KvCYtm1TSNSEQuraK4Vnt5g0MkkTxSCOQBkdgGjdThlYDj/2lv22dH/Zo8c+H/D914H+KnjK98RW811GfB/habW0s1ieND9o8kloQzSKA7DYNpyy4o2aXVjPbPMGf89KXd9a8s+OH7Vuhfs5fs833xK8XaP4u0/S9M0uXVr2xttIfUL6yjihaaRJRbmSKNlRWBdpBHkY38ivQPCuvw+LPDdjqluHW11C3juYg4+cI6hgD78+tVfVrsHbzNSmiQe49c0CVSa4X4jfHSDwP4kXQ9P0HXPF3iI2Lam+l6O1qLiG1DbBMxuZoYwGkyqjfuYq2AQrYAO6MoH+etLu5rwzwf/wUD+HnxI8IeA9T8M3V5r158SJr620LRovJs9SuJ7Hd9ugaO6khVJbZkZZEL7gVOAwGad4Z/wCCgfgHxh8J18UWP9syTt4nk8EnQmt0GqjXYpjDJp2wv5XmKysS/meUEUyGTywWo62/rt+qB6K7/r+rM9wLhR6D1oEmR3/LpXD/AAm+O2k/FjXfEujw2+oaT4i8H3MNrrOk36xrdWbSwrPC+YneN0kjYEMjsMhlJDKwFf4hftDaP4F8dWfhW3stU8ReKr2yl1UaRpSwtcW9lGdrXUjSyRxxxmQhF3OC7EhQ2x9q23/rr+QHoHmYp1eE/Ef/AIKBeA/hZ+zLo3xY1C38XTeF9etLe8txa6BcSzxpPJFHGs3y+VAweZAfNkQHBwWxXuwORTAKb5oxTs1yPxu+Mehfs+fCbxF418TXTWegeF7GXUb2RFMjmKNSxCKOWdjwqjlmIA5IrOUlBczHFNuy3Os8wbsUb+ehryW6/bB8Nx6N8Ons7LWtU1z4qWX9peHtCtEhGoT24t0uJpZPMkSGNIUkQO7ShdzooLM6qakH7b3gu58E6dqdquqXmqat4jm8I2/h9Io11VtXgaTzrIoziJXiSGaRpDIIvLj3hypVjo1Z2e/9L89Cbpq/T+n+R7L5lAk4rifg98c9H+MM/iO1tIr7T9a8I6iNK1nSr5UW70ycwxzormN3RleGWKRXR2Uq4GchgOb8f/tgeH/A/jfxN4fs9J8ReKNS8F6XHrXiRdGgikGh20okaEy+bJGXkdIZXEUIkl2x52fOm6ZNLfbf9fyHvoj1oyANijzVx/nmvK739rfwvfal4RsfDCah441Dxxoz+I9JtNFaAtNpi+UftpknlijWItPCqhnDOZPlUhX29R8GvjHofx7+HGn+KfDt1JcaZqDSxgSxmOa2likeGaGRDyssU0bxsp6MjCrswujrqKM0hcLSAQy4PRufal3fWvNZf2nvCtt+1Fa/CBZ7i58Y3Xh648TSJHCPs9raQz28GHfP+sd7hWVQDhQxO0Fd2In7avhW81/TI7Ky8QahoereIz4StdftbVJNNl1JXkjeJTv85lSSJ4mmWIxK6sC/DECaaTXX/O356B3Xb/K/5anshmUDP8zTq8Q1P9vDwXpUuuX32fXJ/CfhfXl8Maz4oiihOk6bqBljhaJ2MomZY55UiklSJoo3Zgzjy5Nns+o6pDpen3F1L5zRW8bSuIomlchQSdqKCzNx91QSegGaOnN0DrYmEmfWgzKBXmP7P/7VXhb9pQeNW8OrrVrH4D15/D2p/wBrac9g4uEtYLhiscuJFQR3Mf31Q5Dcdzj+B/23fCPj258Hzw2mvafoPxEuJbXwrrt5FCun+IJFjkmQQlZWlTzYYpZYjNHGJFjO3JZQxvt5fjt94fpf8N/uPaKKAc0UANMgH+NBkAry/wDar/ax8L/sgfDt/FHiq38RTadHJHG39l6RNe4aSaKBQ8ir5UOXmTHmum7nGcGtP4yftA6J8GtY8L6TdR32qeIvGl5JYaHounrG17qjxxNNMy+Y6IiRRKzu8jqgGBncyggHel8HoaPM4rzHwr+1X4Z8WeBNd16GHxBG3hXU5dF1rSo9KlvdS0y8i2loZIrYSk/K8biRC0ZSVHDlSGrU/Zx+PGiftRfAnwr8RPDP25PD/jPT4tVsBeQrDcCCQZXeqltrY5xk0LVXXl+O33h/X3HdGRQfwzShs15P8Vv2uPD/AMMfHOreGINP1jxR4k8P6CPE+p6To8lobyy08vJGk5jnniMiu8UqgR7jlMEAsu7ofAn7RPg/4j/ATS/idpOsQz+CdY0hNettSZXRWtHjEqyFWAYfKc7SAwPBAPFTzLlcu2/4/wCT+5hs7f10/wA0dsJAfXj2p1cL+zt8dtD/AGn/AIFeE/iF4bS8h0HxjpsOrWAvIhHceRMoZd6gnaSCOMnFd0DmqkmnZgmnqgooooAKKKKAPzO8RfEW++Gv7cPxIPhHQr7xJ8QvEvx4g8NR6W+nXMml6joV14O8KnVFu7tYZYrWOFYYLsucyE2iIFdHdDwH7KnwY8V3v7SHirwLNpfg3xhD4PubSy8LSeJvFdzJpviHUvDlksREjDTma4TTp9XVQhCN5tmCCWtXdv0H0f8AZLvNA8RfE660/wAaa1o9v8U/Fa+J9TbTYIob2ALpGmaWLaGdt3lqy6aJGkVBIDNhGQqHJ8Uf2D/APxJ+Bmi+AbW01PwhZeEbldQ8M6r4ev3s9W8O3qiT/TLe55bzm82XzDJvE3nSeaJBI+QDx3/gorqE0Hwa+Adx8UND0fVryL4l6Q2uaTotnNrVpdziyviY7aFoxLNvfbsQoWyQOTyfJtK/4J9ah8EdO+Dvi5v2d9J+IF/Z614017xL4a0W30FbrTm1u7uL+ztGe+nt4JY7UzC33JK+zywUDJgj7K+Kn7JWn/GzwP4G0XxP4m8XajJ4H1q111NTjvUsdR1K4t4po086W1jiCg+czHyViJKjBHOdT/hlzw3/ANBP4i/+HA17/wCTKAPI/wDgjv4b07wz+wD4Th03R7TQ4ZtS1uZrSCCODy3bV7zORGSu7AAJBIO0YJABPRfDn/lKb8ZP+yVeA/8A07+M69E/Z0+AGj/sw/B7S/A/h2fVLnSNHa4eGbUbn7TdO09zLcPvfA3fPM/J5xjJJya87+HP/KU34yf9kq8B/wDp38Z0Ac3/AMFoyD/wSs+ORyNv/CLzHI6EbkPX3H4V6P8AHS41+88KeHdH0vwjr3ibRdVJ/t1tKubGKSO1RQfs5FzcQAidjsYoTiMSj5Symut+L3wC8D/tAaEmk+O/BfhTxtpcbF0s9f0m31K3RjjkJMjqDwO1X/D/AMLfDnhLwSPDOk+H9D0vw2sTwDSbSwihsfLfO9PJUBNrbmyMYOTnrUtaNeg29Y+V/wAbf5HyV/wSb+IEUX7N3xK1bV/D+paDpuh/EnxnqKz3xtZAB/beomRYxDLIQ0ShkckKvJCF15rtv2XX8I/tNf8ABP6z8e/EzS9B1HQ/i1pi+NNeh1mOOSyS1mAuLaOUSZTy7a2W3QE9PI3Hkkn2D4e/su/Dn4SeGtY0Xwj8P/BXhPR/EJY6pZaNolrp9vqJYMGMyRIqybt7glgSdx9c1auf2efBF78GoPhzdeD/AA3feALewi0xPDt3p0Nxpf2WIKIoDbyKYzGoRcKVIG0HqKNYxsuiil8lrf8AD7ha893s5Sb+burfK54B8I4PDXxp/batfjBrOvaXa6jYeGLzQ/BXh6O4Vriy0tpYZr3UrwKT5UkzR24EbbRFHGgbEjuq7fxk8IaF47/a6+B/xU8J+LvB194kj0nXNL0jSrrWRHD4q0y6jt5p5bSWJZCzwNbwyZVHUo7glchh6F8I/wBhT4K/AHWbzUvAfwf+FvgnUNStGsLy40HwpYabNd2zkF4JHhiVnjJCkoSVJUZrcu/2a/At14S0Tw+vhDw/Z6F4ZhNvpFjZ2aWkOmRYCmKBYtoiiKja0aYVlwpBHFPZJL7N/wAb3++/4vYStdt9f0SS+6x8Q/sTaNcar418fDxRJ4ojX4lftAa3qXhy+8Mw7rONbLSVtp/MuGUGO3L213AJlCySOgZdhOV+iP2MfjB4i8WfHv8AaA8B6lcXWseHPhn4nsbHQNVuHMsrw3OmW95LZvKRmVraWVl3sWfbJGrEspJ9q1P4P+GdY8FWfhubw/pY0HT0jSzsYrdYYbERjbGYQmPKKDhSmCvbFWPh/wDDLQfhT4eXSfDejabomlrI8xtrOBYleR2LPIwH3pHYks7ZZiSSSeacdLLooqK+Sir+un4ilG75u7b+Tbf6nQV5v8V/iZomk/ETwl4DuJtesfE3jaO/k0W/0/SPta6b9khVppXmaKSCD5ZQgMow7SbBnOK9Irn/AB58MdD+J2lxWevaXa6nDbzC4gaVf3ltLyPMicHfG4BIDIQwDEA9qCj83/gn4M0TxjqupaDJqHh7QfGfwE/aFeWx13Vb02tt8TdVvbJmmSd/mK30lveyIUiRkjkt4tkSxgRJxf7TXhrxnrX7bXxQ8dahHax+FtK+Kfwk07UhY3DT2Vq1reSPMhmZE3mI31i0jbV2GRV52En9ObX9mvwLYfD+HwvbeE9Fs9Bt7pr6G0tbcQLDclixuFZMMs5ZmJlBDksxJyTWjYfBrwvY/D+48Jx+GdDTwvdJLHPpRs42s7hZSWlDxEFH8xmYtuHzFiTkkkqMUnF9U4vyulFP0vZ6La6tsEruMo/zJpvrZtvT0v8APW581yB4v+C0er6y00dvovh34JxJrF1I4SC1ebWpZIDI54XEdtdMN3QBj0zVX9tP4Xv+2R8cvh/pPw98dX3w68ceHvD914v8P/EHR3F4Psk0kEX2VLfd9nvrWZvKklWXcgWODaMyq6fS+ifA7wr4b0bWdPtPDulm08Rr5erpPCLg6qnl+VsuDJkzL5f7sK5ZQny9ABUWtfs8eCtd8M6Ho83hbRY9N8MQi20aG2tltho0IQRiO1Me0wJ5aqm2MqNoC4wAKiMFaK6K/rq239zene3mGmrXW34JL8Uvlc+KPgN4B1bV/Fnwd1bxRP4F8P8Axk+D3jLxL4YeyOrTRab8RpbyxE19e2ryLJP57IY7llKyFXhuIyQoDL6N/wAEw9E8QXHx5/aq8Uav9k/s3xJ8SIodPNmzPal7PSbG0uRFIyqZAk0bQs+1cyW8nyrjA+ktT/Z98Hax4W03RJvDWkLpejyNNYwwwCH7E7Bld4mTDRs4dwxU5YO4bIY53/DHg/T/AAP4fs9J0XTbDSdJ0+MQ21nZwrBDboOioigKoHoB3rSMrNv+7b72nf71t5ky1VvO/wCen47vXQ1q8l/aDu/EN54k0LTbfwP4h8UeFYydQ1R9MudOj8+WJ1MFq63V3CfLLZlcqCG8tEPDOB61WX4j8J6d4z0C70nWNN0/VdLvojDc2d5bpcW9yh/gdGBVl9iMVMo3RaPg3/gmr4s8UeMP+CYnwh0ey+G/jHUvD98L0atLbXukxyXVmLydxEiy3yHbM7eW5OGCJKMZZHPd/wDBH3xN/wAJF8AviFNfeHdQ0a0sfih4wu4JL/7IyZbXr9mVPJmlIaLlWJCgk/IXXmvpX4c/s6+Avg74JvPDPhHwP4P8LeG9Q3i50nSNGtrGxuA67XDwxIqNuBIOQc5wcio/hX+zd4B+Bmkalp/gnwL4O8H2OsSma/t9E0a20+K9ckkvKsKKHY73OWH8R9c0S1k5x6qy9bp/oLeKi+9/lZr9Ty/9gL4zad8Yf2Wl+Nuq3VtYx/EJ7vxDPeXUiwx2OmJNKlnGzMdsccVpHGW5C72lc8szHO8Y/D/T4v8AgoDofxN8I+JPB2qeKtc+HU+jz+HtQ1n7LJeaXFfRXEWpWzRxzM0aSzGJzs2MJ4yHUoFf2vQ/gN4N8NfB+H4e2PhfQofAcOmto66B9ijbTWsyhQ27QMCjRspZSjAggnIOareJ/wBnHwP400/S7PU/CehXFno9p/Z9nb/ZFSGC0IVTahFwptyqIDCQYyEXK8CicU6nNHZXt801+v5h9lp9f801+X5Hw/8A8Ex/Dban8NvBuleJ7jxot9408a+O/HWiXuhxm306fTG1SVQZp8eZBHcC7jmh8pldwwIcKSG+i/8Agnj8bPE3xc8PfFLT/Ec02pQ/D/4h6x4T0bV5lAk1ewt3Qxu7AASNE0klsXAyxtiWy+4n2fxf8I/D3jzRbXTNW0awu7CxKtaJs8trMhdmYmXBjOzK5Uj5WK9CQbfgnwHpPw38M2WieH9H07Q9G09DHbWNhbpb29uuS2FRAAuSSTjux65zRFW+635Wb9ErfMmSct3rdt/O+i+bv8jaxk147+0h4j8H/CLxBpfjKfQvDeofE6W0n0LwvLevDb3MiyskksX2lxmG1VkjkmccKFGAzsiN7EQ2/wBq85+OH7IPwp/aZvdPuPiR8MPh78QZtJR47KTxL4cs9WazV8FxGbiN9gYquQuM4HoKmUXdNFx7M+c/gP8ACfwP8LPBPgnwTaeKvE3izxF4t+Imq6/rPiXwxAPsc+vTWtze33mS/OLe1MczQp5bNIvyKJA6u44XxpdXXx3+Jvjzwl4g8X6bY2n7Pvxm8L6h4A1jX77y7fWLyayt5zocs+C8kga7mhV/3kqmaElXaMhvs7w1+y78O/Bfw0g8F6D4E8I+HfCVpM1zbaRpGlQ6fZ2kpZmMsUcKoscm5i29AGDHIOasWf7O3guw+Hv/AAicPhfRYPDvn/bPsUNsI4xc+Z5v2gY+bzjJ+883O/f827PNVb3l2VvvTi1bta1kRJXT7tW/P876ny/8CH1yL/gq/wDHzx14mudF0nwv4e8AeHdH1CaK9LWOn3McmoXjLJcSJGC0dvMkrkqoRLiPPHJ9i12Pw/8AGP8AaXksbfU/G1je6P4Pj1BdQ0qb7Lo91bXtxIIXW6j+aSdGtWcRhhHtYFg4Ix6VYfBDwnpvw/vvCcXhrQ/+EZ1ZJo9Q0ySyjktdRWbIn8+MgrKZcneXBL5O7OTVHxd+zj4J8c6JYaXqnhTQ7rTdLtRY2lr9mWOKC1wF+yhU2j7OVVQYsGMhRlTgVPLokul/XW9/zK3bfe34Wt+R8Z+NPj54m/ab/wCDeX4l+NPGSxnXdU+HPiWCe5WFYV1VIEvLeK9CABVWeKJJtqgL+8+XC4r7Y+CDY+DfhUf9Qm1zntiJOtQ+P/2d/AnxX8CW/hfxR4J8I+JfDdqixwaVqukW95YwqF2hVgkQooC/LgAccdK1vh98MvDvwm8L2+h+FdB0bwzotoMQafpVlFZ2sI4ztijCqvQdBWmnNJ97fhf/ADB6qK7c348v+RtBFBrxf9o7xD4V+D3iuz8T2Oi+E5/i1rmmzeH9Au9QaO2la28xZZBPcnDpYxSFJZcE5O1VDSOin2orkdK8x+N37GPwj/aV1mz1D4jfCn4b/EHUNPi+z2t14l8M2WqzWsRbcUja4jcqueSAQO/JqJXbT/rVNDjoeJfsnaF8PfgV8OvCvwX8J+MNe1rxR4kGu663jLSdHW6il1BbwS6pciaSKa1gzc3ZREbeoUbAWZST8sfCXxA13rvwb0WHRUs9P+Ev7T2u+Gdc1uHeYfFN9NpWp7dVkZ3ciae4uwkgDFVnJRQFKov6RWH7Kvw50X4f6X4T0vwN4X0Tw1oLtLpWm6Vp0Wn2+kuxZna2WBU8hmLPuMe0ncc9Tm9YfALwZp3w4j8Gw+EfDkPhOIho9ITT4hZq4kEwkEe3aH84eZuwW34fO7mqu+fmXS34NPTtorfj0Jd3CUX1v+Ka17vW9/8AM+cfg9rtr4U/4KkftNeKNV1Ox0fwppPhTwZp19qF7cJb2cN2i6pMwklchVZYrm3JyRxKnqKwfCXw41DxN/wV5+P7a1ruuaTYXXw98LTaIbG9ezl8lZNVSWVJFI3LDPvJQgxlpVMgbCY+qpP2dfA914B1TwreeEvD+p+HdfmNxq2n6hZR3sGqykqxkuRKG89yyIS8m5iUXJ4FSfEb4D+EfjDLayeKPDek61NaRyQxyXUIZ1ik2+ZDu4LRPtUPGTtcKu4HAxEo3tbs/wAd/wAyujXe34cv5pHwh8fvjr4m/aY/4N9LXx14yt44vE2v2ujzXckcXkreFNetokulUABVnREmwuFHmjHy4r9Ho3XpnkDpXDfE39mP4d/G7wzY6L40+H/gnxdoulqEs7DWtDtdQtrQDaAI45kZVHyJ0A+6voK6bwl4M0rwF4ettI0PStP0fSbEbLaysbdLe3t1yThI0AVRkk4A71tKSle3dkLRI1u9fI//AAU41rxDc/Av4ofaPA/iPVPCnh/wNq11a39lc6cLZ71rG4Vp5Flu45gtvGSFAjOWldgCyR19bkciud+JPwp8N/GPwdc+H/F3h3QvFWg3mPP03WLCK+tJv9+KVWRu/Ud6561P2kHDumbUanJNS7M+PPg34CXxHe/sl/EK1n0vw/480XwLeaDZeFPEWpw2sniHT57Gxe4ntjbm4Ikha2t5OFP7uVlcRkjHzv8As7+FvFNl+3X4L8ba40beF/E/7RfjNrSa2ZmsXkPhc2UXluwG5RcWV5Csm0eY0ZO1SwA/Swfsr/DuDwfo/h218E+G9M0Lw+zf2bYafYR2VvYKww6RLCEEaOOGRcK4yGBFbOp/B7wzrPgq18N3Ph/R5PD+niEWmnC0jW3s/JIMJiQDEZjKoyMmChVSpUgY6J1L1XUXZpejkpP53X4nLCny01Tf9NRcV+D/AAsfNH7NPiCz8G/8FAv2wPFWsalY6T4Thu/CljJqF5cJb2cN1BpG+cNKxCgqlxbA5IIDKD2pnjTwja/Af4+ftJeNvDfijwZeTeLPDGmat4s0/UtSaG88KPaWVzBDdmJI38yGaCMkI5i+e3fDESEp9Gz/ALPPge8+HOoeEbrwn4f1Lwvq7vLqOlX1jHeWupyPJ5jyXCShhPI8g3s8m5mbkknmneL/AIBeD/HnilNY1nwvpGp6goiVpriAP5/lOXh81T8snlMSyFw2wklcEnOFSm5x5e6s/wDgHTTko6/M/Pb/AIJJfC/xT8GP2hfgrpPjKC8tL6T9mjTLeCK6BVo5YNWZ7iHB6PGl3Zh0H3cqOwr6M/4JC2F1H8BvH+oyrINN174reM9S0on7slrJrt5tdfVWZXYEfeDbu9fRfjr4S+H/AIlizbXNJtb6bTWdrO4bKXFoZF2SeXKpDoHQlWCkBlO0ggkVpeG/C2n+DPD9jpOj6dZ6XpWmwrb2dlZwrBb2sSjCxoigKqKAAFAAAGBxWvNeTl6/+TS5vwMOR2t/h/CPL+O5qVj+OtW1Lw94M1S+0jSZte1W1tZZrTTYp44Xv5QpKRCSRlRdzYGWYAZ5NbANIwzUyTa0NUfntoWreI9M/wCCpvhXT28FeLrTxJqHwm1+W9vLufS8yXU+q6Xm7YRXkmIY2QRqilpFURqEYLkcN+x5428X/suf8Eyf2Sdd0fUta1DxLrXijR/CGvaNNM7W91DdXktrewfZjlY5rbEkxlQLIXtnLllZ1r9Bb79mH4c6j8W4/H1x8P8AwTceOoFCxeI5dDtX1aMDAAF0U84YCr/FxtHpU2kfs7eCdD8eN4mtPCuh2+vNNLc/bEtVV45pRtlmQYwssikh5Bh3BwxIop+7GMfNX9FKUrfO9n6E1PelKS6r8eVRv8rX+Z+e37Y3wX1D4d/8Ezf2jfh38OfEHhPxVp3jDxvf2mn3FrqTT6rZavqmqwyyaS1ssZRp0u7gpnzlZI3Vim5Du/R/wx4j0+5nm0NNX0++1zRIIP7StYrhJLi08xGMbSoDuTfscqWA3BTjOKzbP4AeD9P8ct4mi8NaOuufaHu1u/s4LQzuCsk6D7qSurMGkUB2BwxNaMPwr8O2viPXNYh8P6HFq3iiCG21q9SwiW41iKFXSGO5kC7pkjWR1VXJCh2AwGIJ/wAu+Tyt9ysP7XN5t/e7s+OP2adC1PxH4O/bk0/R1lk1a/8AH+s21ltPzGdvD2mqgHH94jvmvOzFJ4r/AOCfX/BPSy0cbr9vFXgl1iQfvI0tNLmlvFx1GyGGcNwMYIOOlfdXwu/ZS+GfwQ1/UNV8FfDfwH4P1TVM/bLzRdAtNPuLzJUkySQxqz5KqTuJ+6vcVo+GvgD4N8H+Kv7a0vwxpFhqUZuGhmigC/ZTcN5lwYl+7EZn+aUxhTIwBfceaIx+FPoqf3w/zM+T4vPn/wDJ/wDI7JPuj6UtAoqjQ+T/APgtQV/4dteP/m/5e9G79f8AicWR/lXTftV/Cqy1j9p/4C+OLPX/AA7YeNPCd/q9jo+i6xqBs08SQ3unsLuKFlV38+KOBZwVjb5YnDAAhl9V+MH7O3gP9oXS7ex8feBvB/jixtmLw2+v6PbalFCxKklUmRwuSo6f3RTdQ/Z58F6l4U0vQW8LaLb6PobFtNtbO2W0j04kMGMHlBTFuV3VgmNyuynhjmenzCOj+TPmD/gnpoHiKX4ofteeKtYa1/svxJ4/8rT/ALI7PalrPR7O1ufKdgpcJNG0LPtXdJA/C4wOq/4JFeJ9N8F/8EiPgbqusahY6Tpem+BbGe7vLydYLe1jWEFnkdiFVQOSxIAFe/al8EfCOrfDuPwfd+EvDV14RjjWJdEm02GXT1RTlV8hl8vAOCOOufrWR4b/AGTfhj4M+GOpeCdH+G3gHSvBesxG3v8Aw/Z+H7ODS76MjaVltkjEbqV4IZSMcYqo3UHHyiv/AAFNfqSlrd9W397uef8Ax817Sf2k7D4mfDXw94l17wn4i0Pw9bz6lrMGk4sZ7S9hnaKH7W8e2SMqjlxbyxzIrArJG3zDxz9kX46aj8ev2Cfgrr2i/BjXdH+H/wDwiUWo/wBkaHdaelpbTWzNDawILq6hla2j8n7Qp2neGtzubDg/V3j/APZt8DfFGCGPX/Cmi6nHDa/YAktsNrWvQ2zAYDwHoYmzGRwVIra1z4ZaB4m8ESeF9S8P6LqHhmS3W0bSbmyjksXgUALEYWUoYxgDbtwABxWM6fNCcO9vwv8A53/ItP3lJ9P1t/l9x86/8EWdauNb/wCCW3wPa40u/wBJ+zeE9PhjF1JCxu0EEZEyeVI/yMTgB9r8HKgEE/VAOErmfhZ8GPCfwJ8HR+H/AAP4V8O+DdBhkMqaboWmwadZxsQASsUSKgJwOgGcCumK810Vp883NdWRCPLGw6iiipKCiiigBvmL60u8evTr7V5n+0J+0AfgHffDuFdFl1hvHni6z8JgJciA2IniuJPtHzKd4QQHKZUkEkHICtj/ABh/atX4SftTfDj4c3mirLp3j3Q/EGvXWvyalHbQ+H4dIWyZ2ljdRvRzexjcGyu0kqVyVAPZN4zRvFcxf/FvQbLwHZ+JrW6uNc0LUI4prO60Gyn1lbyKUAxyxLaJKzxspB3qCuCDnkV4s/8AwUf8M6Z8U/iJo2qeG/HVjongDQ7HXZdUXwlrU0tzHcC8MiNbfYg0IjFoSHYkSCTjGw0AfR7Sqo5//VXgPw5/5Sm/GT/slXgP/wBO/jOvVvg/8WdD+Onw30XxV4cuZrjR9csre/tvPtpLa4SOaFJoxLDIBJE5ikRtjqGAYHHIryn4c/8AKU34yf8AZKvAf/p38Z0Ae/hwTS7q4X48ftH+Bv2ZfA9x4i8f+KNH8K6PaxvK817PtaVU5by4wC8hHHyoCeap/tE/tT/D/wDZN+GS+MviJ4ls/C/hc3EVmdQuY5WhWSXOwNsVioOD8xwB3NAHopfB/wDrUbh615p8Pv2rfAXxR+Fa+PNB1x9S8K3EwtbXUIrC5VdQdioUWyNHvudzMFUwq4dsgZIIpujftefD3X/B3jTXIfERgtPhzHJN4mgvLC5s7/Q0jhNwzT2ksa3CKYQXU+X86jKbhQB6YJVJ698fjQZFHevJf2Zf24/hb+2PZX1x8L/FkHjKz01FNzd2VncfZYSxICGZo1TzOCTHu3gfw4q5+07+2L8Nf2MfC+l618TvF2n+DdI1m+GmWd3epI0MlwUdxGWRWCHajHL4XIxnJo23DfY9PDg0nmLkc/e6e9eH/Er/AIKJ/Bz4Q/BLw38SPE3i5tG8F+LL8abpGpXGk3wF7MySyKVj8nzNjJDIyyFAjAAhiGUnV/Zl/bo+Ff7Y11rUXw18XWvil/D6xNqPkWlxELYS7/L3GWNOW8t8Yz90+lHkHmeu0UUhdR/EOOTzQAnmLn+lKWArw/x5/wAFEPgz8NfgHZ/E7V/HFjb+A9R1mXQLbWIba4uIZr2OeeB0QRxs7KJbaYBwpQhMg7SDUHwX/wCClPwR/aIi1xvBfjyz1/8A4R22hudQWCxu1aFJpPKhADxKXeWT5EjTLu3CgnijrYD3YSKe9G8Ef/Wrh/hZ+0V4Q+Mmu65o+g6pNJrPhlok1TSr2xuNO1CwEoLQvJbXCRzKkgUlHK7X2NtJwcW/iH8avDfwpvtLsdZvpY9Q16SWPTtPtLSe+vr4xrvlMdvAjysqAgs6qVUMuSMjKA67cMUbhmuGt/2gvB+o+AtL8SWesLqOk67I0Ng1jbTXdxdygsHiSCNGmMieXJvQJuj8qTcF2tjX+HvxM0b4p6TcXmjXjXEVrcvZ3MUsElvcWk6Y3RSwyKskTgENtdQdrKcYYGmGx0dIXApa5nx18VtF+GzWUeqXFx9p1FpFtLOzsp767uTGu5ykECPKyqOWIUhcjPUUAdKXAH/1qA4NeceHf2pPAfjD4dWvirSdcXVtHvL6TTYhZWdxcXkl5E8iy2v2RENwLiNopd8Rj3oI33KNpxJ4M/af8C/EPwRq/iPSfEENxpvh+9bTdTWW3mt7vTrxCoNrNbSIJ47jLoBC8YdjIm1TuXMxd72A9DDgn/61KWx+PFcn4F+MegfEjVdQsNNuLtdS0kRvdWV/YXGn3cMcm7y5PJuESQxsUcLJjaxjcA5UgQ/EX44+F/hbq2m6Tq19cHVNajley02wsbjUb64iiAMsi29ujymNN6Bn27VMiAkFgDW24bnY7xj+tAcH/PSuBu/2lvA9t4O8O+IItft9Q07xdJ5WiHToJtQm1ZtruywQwK0shVI3ZgqHYEYtgA1v/Dv4laH8U/DMeraBqEeo2JllgZ1Ro2hmido5YpI2AeOVHVlaNwGVlIIBFAbbnQUbqM1yvxD+Leh/C4WqanLqElxeK8kNppumXOqXkiR43utvbRySlF3IpcLgNIgJywBAOpLgGkMijvXnenftWfDfU/g3D8RIfGnh9PBd2H8vV5btYYCyFw8fz4IlVo3UxEeYGRlKgggWl/aQ8EyfBLS/iR/wkFqvgvXLO1vtP1J0dVvYrrZ9mEce3zGeUyRqkYXzHd1UKSQKX/A/Hb7w/r7tzuw4P8qN4rlvh78YvDvxYk1SHRr6WW60WVbbUbG6tJrK8sHdA6CW3nRJY96EMpZQGU5GRR42+L2h/Dy/hs9Qk1Ge+uIzOtppul3WpXHlggGQxW8cjqm4gbiMZIGc09gOpDggeh6GjeK4zUPj34P0zwBpnimTXrOXQ9beKPTbi33XDalJIcRxwRxgvLIxz+7RS/ytxwatfC/4veHfjJot5feHNRF/b2F9Npt4rQyQTWl1EQJYZYpFWSORcglWAIyOORQB1VNWRWOM8+npShwT1rkfiT8a/D/wt8qPVpNSluJonuEtNM0m71S6MSY3y+TaxySiNSygttwCwGckUAdasm45zwaUuFGc8etecwftU/D7UfAHhnxRp/ia01jRvGUnlaDNpUMuoyas213ZYIYFeSQqscjMFQ7BGxbAU40bP4/+Db74ZXfjRPEFjH4bsmkiur2ZjCLaWKUwyQyrIA0cqygxGJlDh/lxu4oA7XeMUgkU965D4cfG7wz8W9X1nT9FvppdR8OvFHqNldWU9jeWRlTzIvMgnRJFV05ViuGwcZwak8f/ABq8O/C++sbPVr6Zb/U/Na1sbWzmvbydIlDSyLBAjymNNy7nC7VLpkjcuTbRgdWsit0//XShw34dfavCvi9/wUj+BvwJ8IeC9e8XfEbQ9F0P4jQtceHr6YTNb6oihC211Rgp/ep8rlSScYyDXrngjxvp/wARvCOna7pbXUmm6pAtzaNcWk1pLJGwyrGKZEkXI5AZRwc0AbVJu4pc1h+PPHGj/DDwXq3iLxBf2uk6JoNrLf397cvshtII0LySMeyqoJ/A1LairsN9EbXmLj8M0CQH88dKxvB/jLS/HPgvS/EGm3KzaNqlnFqNnOwMYkgljDo5DYK5RgcMAR3xXGaT+138OvEPwf0Xx3YeJrW+8K+Jrr7Fo93bwyzPrE5leIR20SqZZnZo5NqxoxZVLAFRmqlpuEdVdHpgZQaXeK5r4a/FTQfi3pF5d6Df/bI7G7ksL2F4ZLe4srhMF4ZoZFWSGQBlbY6htro2MMCaPxH+O/hb4TajBZ61qTx3t1byXa2lpZz3115EQHmTmGBHdYUyA0hG0FlBOSAVtuB2YdT3oLYrzzUf2ofA2n6X4Zu49c/tVfGVkdU0OLSbOfU7jUrMJHI1zFDbJJK0KrJETJt2gyoCQWUHqPAfjrR/ib4Q0/xB4f1C01bR9XhW4tbu2ffHOh6EH2III7EEHB4pgblFFR3F1HaQNJNJHFHGCzO7bVUDqSewFF7bgP3jPXvikEqsOteceFv2r/AfjL4iWPhW11yaHXNYtJL3S7e/026sE1qCMKZJbOSeJI7pVV1YmBnARlY8EGtzxP8AGfwx4Q+JfhnwbqWs2tt4m8YLcyaPp5y094ltGJJ5AFBCoilcs2BllHUgUWA6wOCM/wBKWvNtS/ao+H+m+LrnRbjXkW4s9Sh0a8nW0uGsLK+m2eVaTXaobeKdvNiAjeQMWliGMuoPo0lxHFGzM6qqjLEnAAo6XAUyKCBnk9B60u4V554H/ah8C/EPxZY6Fo2vR3WoatbXF7poNrPFDq1vbuiSzWszoIrmNS8eWhdxh1YHBBoj/al8By+N7Pw+viGFtR1DU5dFtZBbTGzub+JHkktEutn2dp0Ecm6MSF1MbKQGUgAHolFFFADVkVjjPPp6U4NmuR+JXxq8P/Czyo9Xk1KW4mie4S00zSbvVLoxJt3y+TaxySiNSyqW24BYDOTWZpv7TXgfXvhpofi3Stfi17w/4mXdpNxo9tNqUmpDDFvJit0eWRlCOWCoSmxt2MHAB6BvAoDg1554R/al8B+Ovh7J4o0fxBHfaTDqD6TMsVrN9sivkfY9m9qU+0Jcq3BgMYkH92tzwD8VtB+KCagukXc0k2lSi2vrS6tJrO6s3ZQ6iWCZElTchDKWUBlIIyKFrsHWx0xlVepx9aN4I/8ArVwfxW/aR8BfAzVNE03xX4r0fRNQ8RX9rpmmWcs266vJ7mZYIFSJdzkNIyrvxsByWIFX/iH8avDfwpvtLstZvpY9Q16SVNO0+0tJ76+vjGu+Ux28CPKyxggs6qVUMuSMjJvsG251xcA/54pa5/4efEPRfip4Qs9c8Pajb6ppF6pMNxCTtJRirKQfmV0dWRkYBlZWUgEEV0GaACiiigAooooA+NP+Cl3wL8Fwa78GNWj+G3hbXta1T4q6d9sUaXZrcaqGtL8ukksigNuwGO84O3BPSuE+I37OvgXxn/wU/wDgRoevfAnwf4f0XUPBHjc3Nhe6RpN1a6sVl0BV3xw7w/lqzAGQf8tmwOuPqb9rH9nPVv2i7f4ex6X4gk8MTeDfGNr4mlvIIY5Lgxw291GUiEsckYctOvLoVwG46Vhv+x1rc37YHw8+J198RNd8RW/gXQNe0X+z9VsLFXkOpSaaweN7WCAKEFiwcOHLbk27MHcAcd+2h4E8OfAL4X/DXTfBPg3wTolrfeLtL8JWlqLQ2em6NaXtw/nSxQWxRAV3NJtAAYkgsM7h8i+AvDei/G7x74+uLu9t/B+n/FjwdotnoMureG3jadriHXpLUkR6jIIWnhhklhMjHdlEKxyFY3/Q/wDaK/Zgtf2odZ0Gx8TXMg8H6A0199htXaOe/vZIJbXMkn8MSW89wAF+ZnnVw0TQIz8149/YX0P4r/E/xhqniS3sb7RNXi8NT6NYxGSBtMvtFuLu5t5yUK/KJZ4iFHGI2U5DYoAx/wDgld8I/AXgz9jT4f8AjDwT4J0vwbP8SvCmja3qrQIgutSd7KNopbmRFHmTbJOWx3IzwK1fhz/ylN+Mn/ZKvAf/AKd/Gdd1+yT8GLr9m/8AZU+GXw8vLyHUrzwH4T0rw7PdwRmOK7ks7OK3aRVPKqxjJAPQGuF+HP8AylN+Mn/ZKvAf/p38Z0Ac1/wWk/5RY/HL28MTg+uNyZ/Su5+O93ptzqfwp0OXxZB4W8Qapru/RlksWu5NQeKxuTNFEPuI6wtI4eTcilFyr52npv2lf2XfB/7WfwzvPB/jqz1jUvDWoI0V3YWOu3+kx3cZxmOU2c0LSJx91yR7Val+AWiHwPpehxT+JIU0OUz6dfNrd3c6jaSEMNwuppJJX+VmUrIzKVO0grxU/wCaB629JL70jwXwV8QtN/aC+KPxU8FfEyafb+zR4x0vWbDxDa30ulrcxy6al9BJcGF1VnjSeaOZMCKRdp2ANtHI6j8P7HTda/aG+N/xA1+3+HNl8U/C9h4Y0qyvLd5bjStKg8+2ttRvLZCsrTz3F8SIhho08qNmVywT3XxL/wAE/Phj4z+EureC9T0zxBNpHiLWF1/WJ7fxLqdhqOragu0i4nvLaeK4kIKR4UybFEcaqoWNArPgr/wT4+F37PWneJbTw3o/iKSPxhFDDqkmseLdX1u4kSEyNCI5r26mkg2NIzAwspDYb7wBDil9rtr5uyUn87CXZf0k7r/P1MbT/j/4i+HX7eXhn4Qa5eDxJY+NvBl/4mtb/wCyJbzafc2NzbQzxlYxt+zyLdxtHv3OjRsGd9w29R8dbnT9d+O3w38Pw+Mk8M+KpP7S1SytE0/7VdajaRQLFc+UzgxRFDcQktIrjDYC5IYa/hX9lvwv4X8Wav4gkj1jWvEWtacNGn1XVNRmubtLDJYWsTlv3MW5iT5eGdsM5dgGDdG/ZW8K+E/ht4X8K6BHrnh7T/BNl/Zuh3Fjq1yb2xt8KpjM8jvJKrBE3CYyAlUb7yqwX2Upb/8ABdvu0XyHHSTa2/4C/N3PJfgJ+2RZ+LPhT8XvFvj6ztFuf2dvE2vaHe6tBD5cd3BZQJOblEJwsjW0iLIB8vmLJt2qQo9S/ZCtZtY+Cui+LtUiC+JPH1pb+INYfOSk08KMsAP/ADzgjKwoPSPJ5ZmKXv7Gnw/vv2b/ABL8KP7Fmj8HeL7O+tNYhF7M13qJvd/2maW6ZjM80nmOWlZi5LZzwBXoPhTwtZ+DPDNho+nxtDY6XbR2ltHuLbI0UKoyevygDNELpu+9o/N2d/vdiddO15fJX937lc1q8m/aT8f/ANjf2R4ZuLHxW2n+IvNOp32j+H9Q1L7PaR7fMhzaQyeXJMXVFzghPNYHKivWaz9e0WPxLo91p9w13Fb3kRid7W7ltZ1DDBKSxMskbDsyMGHYiiRaPjH/AIJH+OvCMH/BPmLXLy2urLTfAfiLxXqq3N3pNzZQ2UX9sat+9iaWNFfFu7qwQtsyVbDAivRfg54F8N/tQfsq+HfiN46+12cvjKTTfiLPcRapNp7aYsW28sYTNG6EQ28OxWUnY585mB8xs9n8Pf2FPhv8LPgB4j+F+haXrVr4J8VQX0GoafdeIdR1Albwym58uS5nkeIyNPK58sj53Ldea0PGn7HfgX4gfs36f8JdT0/WP+EF0yxs9Ogs7DXb7TLhbe0CCBPtVrNFcYURpn958xHO7mh813Jb+7byfW/4fcRa712fNf06fmzzX9nf4VXfjr9t/wAY/HbVmOiReJfC9n4T8KaLNmG8vdKs7mW4k1K5iOGVpJ7oLGhG6OLyy+GlKLofF74JeIdH/wCCgPgf4u6Xa3PiPTLPwbq3hG+0e2uYIbq3ae6s7qO8iE8saOv+jGOQBtw3QkBgDjY+Dn/BOT4U/AePxOvh3S/FTHxhph0bVJdW8aa1rU0lowYNFFJeXczwffJzCUOcc8DG7qP7Gnge4t/BK2Vpquj3Hw70Z/Dug39lqUyX9lp0iQxyW32hmaVg628GZGYy5jVg4YkkjFRtb7N/xvf87/Me9+brb8LW/K3yPz5+AHhj4h/Fzw5rVj4H16XwL8Wf+F5eOfEvgm9m2Xei22mQXCW+oxXseGE9s8900JWHDmZw6OoVmr7D/wCCbfjnxN4k0/4k6X8RvDJ8M/F7S/ESzeMVt7sXWl6lPLZwC2utPkCqfsbWsUKIjqJY/KKyF33O3qV3+yn4LXwp4Y0nS9Nn8Pr4L3jQrrSbh7W60zzBiXbIDmQSZzIsu9ZWAaQMwzXSfD34XaX8MLO8j01bqa61S4+1395d3D3F1fTbFTzJJHJJwiIoA+VVRVVQAAKp2jG3kl91l91lr5jl7zv5t/e2/wALnUV5L8a5PBGrfFjwdpM994Ks/i8lrqV/4JbW7EXt1bKsSRXssESyRyFRHIqvskXKsOoGK9aFcf8AEb4MaT8SNR0/UriTUtN1vSUkistV0y6a2vLaOUoZIwwyGjcohaNwyEopxlQQAfGv/BPvR/hnL8LPFGta9Dr2neMfgT8U/Ec/ie/TU5/J1LxDdbvtVxEkHli4t7iO8j8q2aMkMUj2vIod6PjD9ni8t/h/8ZfEHiHVdU8J/Ez9ojxloOoeHNJ0a6hW+8I3FqIYtGknZg8fmD7C1zckq6ERyxIJSi7/AKJ8S/8ABNH4ReKvhNa+C7rRfEEOi2+uTeJpG03xZq+lXt9qkxcy3lxd2lzFcTyuZGJaWRsZGAMDFv4Z/wDBPP4V/Cb4f6x4Y0fRtebT9c1GDVrmbUfFOrarfx3duVME8N5d3MtxC8RRSpikXBBIAJOY5dr9Elp/27f0207aB1vvq3+dvW19e92eU/sPeJfij4f/AGqPFXhP4/abpl98UP8AhHLeXRPFXh35NA8RaLbTlHKW7fvbW7Se6UzJIWVzKhiYIuB3Hjn4KeIvCH/BRLT/AIwabY3XifR774fzeELnS7O6t47rTpk1BLxLhVuJY0aKUMyOVbcrJD8rBmKei3P7LHhjWfDXibTdc/trxF/wl2lyaHqd3qGqzm7ksXVlaCOWNkaBSHPMOxi3zElgGqpr37HHgnXNU8PX8Vtq2k6l4a0J/DFnfafqc8F6ulOYi9m1xu80qxgiYuHEu5AQ4OTRu4t7q+vTVNfk166sVt+ztp6W/wAvyR+d/wDwTI1HxNfftg/CFvEETW+jXU/xeu9DiV/MtlJ8SWfETfxBQ04B7qxI619af8Ez57l/ix+1RCWb+y4fi/dfYgSdik6PpTXAXtjzzKSB/EzE8k17Zq37L/g+60fwfZ2OkpoP/CvjnwzPpX+iy6IDAYCsWMqUaNmVo3DIwxuViAa2/hP8HtB+Cvhd9H8PWUlrazXc+oXDyzPPPeXU8rSzXE0jkvJI7sWJY55wOAALp6JX6RcfX3k7/hYmpHmk5d5c3po1b8TqwuTmvKPjXo/hf4ceN7P4p3tprmoeLNM0ybw5pGn2F9NnVzcyJILVLUOIZZmkhXEkgPlqHYsqBmHq/O/pXj/7TH7Dnw8/a61bQ7zxxa+K7m48OpMmntpHjHWdBEIm2+YSNPuoA5OxRl9xAHGMnOcou6a/rS35GkbbP+up5P8AAL9m+8/Zp/YY+Kmn61qmn33ivxReeIvFviK10+bfZ6Tf6iJLt7OHjdsijkjAZgC+TJtAcKPPfht8ANc+OH/BLH9jrUfD7LNffDkeCvGL6Y06Qf2zBb2caSWyPIQglKTF497KpkjQFlzuX6a8K/sQfD3wL8Brr4Z6TZeJ7PwhfTTTXUS+LdXbULpps+b5l+bk3bhs4IaYjAAHAAqHSP2Efhv4f+BmjfDey0rVx4U8L3djfaHBd63e6nNos9kY2tJLeW7lldBC0SFUyVGD8pBOajFK7XeFv+3b/wCf4GUo81m/79/+3rf5fieMfs6az4k8S/8ABY743XU2kXWi6DF8O/C8E9vNLFJILr7VqrRmXyneMOY2chQ7HZsJ+9gR/tleFvi14o/awk1r9nLXtJ0/4jeDfCsKeJdL8TDd4c8Q2NxNdNY2h2KZorxZYrqRJ0IRAdsgdZMD6Jt/2WfB8fw78XeF5tPu72x8fRzR+JLma/uDfaz50PkSNJchxMD5QEabHURoqqmxVUCO7/ZV8MR3Wl3OlNr3h2+0nSbfQY7zS9Vnhnn0+DPk20zMzecqbnKvJmRDJIUdWdyTltyrt+N7/wCf3Gl78ze7tp00t+dvvPhb4Y+KtW+LX7Vn7Iul6PY+IPAmk2OieOptWstWeC81HTfEFpcQWt8S4U28twJJb0CQJ5ZS5kZEUEAfWH7BPxrl+KLfF3QbzS9Ns9U+HPj++8OXmoWNmtrHrzeTbXSXjogA89orqNJSODJEzDCkKO8139ljwhrHhzw5p8On3WlzeD7qS+0XUbG7kiv9NuJRIs0qzli7tKJZPN80uJfMYuGJra+FHwX8P/BHw1JpPhuxazt7q8m1G7lkle4uL+7mcyTXE0rkvJK7HJZif4QOFCilLv2f3uV7+iV0Q1Ky9V9yVrfjf7zrRHhq8j+M2leH/hJ4/b4nR6frWtePLzSP+EU0nSrTUpVGuFpTcR24ty3kbxIGY3DJmGLzWLLGGr14814v+0p+wb8Of2s/FGk6x43tfGFxqOh28lnZSaP411vQUhilZWkGywu4FYsUTLMCTsXnAGM5atP+tU0axtrf+uv5nyF+y1+zzqH7Kv7cP7PPgvVNatNauj4W+IevajJZN/oNtrd9qmmXdzbwL1VIluHjUEBtq7sDewrzTxhe+KNT/aJutD0qf7P4Z1T9r2KOWSWIvBGY/DEF1wv3WK30fmKG+XzY1z05/RDwj+w78Pvh94E8JaB4f03VNKj8CXlzqGg6h/a93eanp1xc+b57/arqSWaYSedIHSZpEbK5U7F23x+yJ4DPwrPg/wDsWVdMOqnXvtIu5v7QGqG4+0/2h9q3ed9p847/ADN2f4fufLVRupxfRf8Ayan+FuVeRnKN1K+7bf8A5K4/qn95wn7NnxiuLr9sz41/DHUrW0vtQ8I2uh6zH4hSyit7zVra+gnCw3ZiVUklga2kVXCr+7kjG3KszeW+E9K8WePv+Cvvx8gXXDoNvoHw98L22i3C2cVzIsdxJqkjgJIpXyWnjYyhcO5iiAZQpz9Ban+xP8PvEPw98ZeG9Y03VNYtfiHLFN4mvZtWuotR1h4hGsW+5idJY1RY0VUiZEVQQFAZgdb4l/s1eG/ih4wi8QXK6xpOvtp76RNqOkajLp9zc2LP5jWsjxMCybizKfvRlnKMhdiSpHmatvZ/k1+pp9mUe9vwcW/vs/vPnP8AYm/aA039sfwd8Hta0XWNL+Gvir/hBNRnuvDOkaQrCG1OoQWpntjIGhit/tFg2xGR2McoxtILV7B+wB+07qH7WH7PMfiTWrG1s9a0zW9W8N6j9lRltbq407UJ7J7iEMSRHKYPMVSWK79u44Jrqm/Za8J2PhXRdG0GDUvB9l4f09dIsP8AhHr2TTmgsVGBb5jIBUAfKSNyFmKsrMzHo/hX8KvD/wAEvh9pfhXwvpcWj6Do8Xk2tpEWYICxZizMSzs7MzM7kuzMzMSxJrTmWtttfzf6Getl8vutr+J0y18hf8FSPiNa6j8Bvid4c1TTPFi6Lo/grUtQlnt/DepXllqN2bOcwRmeK3eHyoSvmvubG/yc8I4r69J5Fcf8afgroH7Qfwu1fwb4pt9QuvD2vQPaX9vZapdabJcwyArJG0ttJHLsZWYMobDA85rmrwdSm490zajUUJqXZnzp8IvjBY67+yJ8G/Dk2keOv7B1XwnYPrNxa+DtYnzBDbQobTEdsxHnOcEnAMKykHLox8B/YJ+G+ofGT9j/APZD8deF7fUtQT4PeINVur/RLi3fTjqsF5FqNn5lq10I4ppIPtAkGHA2iZQ28bT+gHgn4BeH/h78HrbwFo/9v2nhqztBYW6f2/fyXltAAFVUvGmNyu0AAESgqBxiuB8H/wDBOr4X/Dz4YeF/CPh/S9a03SfBGqHWvDjy69e6lc6DdmOWIy28t5LM0fyTzLt+7+8J25w1dNSSc5OPVp/jf8Ec9GLjT5H/ACtfhb8Ty/8A4J/6v4h8Qft9/tfX1/p02k6NJr/hyG0tXljkMN0miRCdXMbMnm+U1ozBWYDeo6iuX8CWXjHxv/wUi/bAkXXIdIHh3w/4YstGM9lFeLNbtp11OsUiSqR9kNy9y0ipteQsQJECc/T+r/sheAvEHwP1v4d3ei3UnhfxNK9xq6Lql3De6lM8qyvPLeJKty0jOqkv5m4gBchRtqT4m/sseFfir4rutavV1rT9S1XTBomqT6VqM1i2q2AZ3FvOY2G5VaSTa64kTzH2uA7ZwqRbSUd1G3le1r/10ZtCyvfvf8b/ANeZ8u/sgXmsfG34g/B79pvQ/CbL4e8bfByLw7N4T0uW1t28PTreR3SSQRzSRI1u26SL5W3Lsg+Uhjt67/gitNrl5+yV4guNZiWCG9+Ivi6fTY0fdCtq2uXhAjb+JPM8za3cdOMV7T4i/Y48Dazqnh++tNMufDt54Z0N/C9hNodw2nSwaU5iLWSPFho4swxY8sqy7BtYZNd54F8C6X8NfCWm+H9B0210fRdGtktLKztYxHDbxIMKigdAAB9e/Oa1927a21t85c33mXK7KPXRv1S5bG5nmsHx94I0/wCJXgjWPDurRyzaXrlnLp16kczwvJDKhjdQ6EMpKsRkHI61vAVm+IdAh8R6Ld6dc/aFtr6CS2lNvcSW8oR12nbJGyvG2CcOhDKcEEGolFuLVrmkdz5L8a/Byw+KH7QPwdu9Nuryy+Gv7NNxdSwanPcS3t/4m1X7BLp6WFu7bprgQxSStNIC7SzBIhuZZSvnPjD4s6brX/BSr9m3xHqmmeNrXX9eh8UefbXPhHVoWsLc2NslvaoJLYbli3s0jplA8sjkqpWvfvgt/wAErfgr+z78QNB8TeGNF8Zx6r4b3f2aNS8feINXs7TdG0JK213fSwZ2OwBMZK5yMHmu6+IP7H/gf4qfGvwx8RNZtPEUni3wcsqaPc23ifVLKGyEoVZgLaG4W3YSBFDhozuA5zWqaunJ9/x3/rsRZXsuiS+7ZenX1PhP9tD4R+OP2YP+CVf7S3g2HTLjXLvXvFep69oviGK9tzDIdT1aO7gjdPN+0LdRzTCBVETAusTbgrHZ9Kf8FffEPiTwb/wSa+NmoaLJNF4gh8G3QaSJ9skaMgS4YMOVIiaQ7h0xnivTtM/Yt8A6T4uutVj0mcx3niFvFj6abl/7ObV2YM1+0Gdsk+5VYGTcEdEdAjKCOi/4Z18HN4s8ca3Nov2u8+I1lbad4iS7up7m11G3t4pYoovs7u0Ma+XNIreWi7w3z7iBjGUV7H2fkl9ySNYStWVR7Xb9bu7/AOAfL3xe+LHiL9mXx18MfB9jb6X4i1Dxx8PvEcXh+4i0uGObwxe6dYW9ysVq6KG+xyrhPLclsww5kbmvOf2SPipqn7O/7Cf7EOr6tHpviqw+IF1oWgzWM2nws+lXGoadO8eoW823zVuFkDGdmLbxPPt2cV9p/Df9k7wl8L/Fen61aJrGpapoumPoukz6rqU9++kWDGMtb25kY7FYwxbn5kcRxhnYKuKPgv8AYu8C+Ate0K8s9PvpLbwpdT3ugaXNfTTaboE84kWSS1ty2yM7ZpUXgiNHZU2KSDpzat92n8k5O3q07fI54wagl2TXq2kr/Jr8T15TlaKBwKKDU8f+M2leH/hL4+b4mx6frWtePrzSP+EU0rSrTUpVGuFpjcR24ty3kbxIGY3DrmKLzWLLGGrx39lr9kLwr+x58BfCeueMddk1jxd8P9V13WLiXRL65Fomp61cvNdafDaxN/pKiSZIoYZUZmZI2CK5GPWP2lf2Dvhz+1j4p0nWfG1r4wudQ0O2ktLJ9H8a63oKQRSsrSApYXcCsWKJlmBJ2LzgDGL4i/4JjfCHxT8G/C/gG60nxknhnwfez6jpcdr481+zu4bicuZJZLuK8W4nc+bIAZpH2h2C7QcVMVaDX9b3/wCD6jlZtff+Fv8Ageh806/+y74i0bwb4gNv4ouPBfx8+NnxRTxp4dg0u4guIPBV5DprLDFeBlZJohptpN9pUKRM0rpGcbJK9o/4J7+M/Hl38Wfih4d+M3h+z034yaaNOu9S1TSJzN4e17Sm+1RWE+nq37yFQ0N2JIZgZFkLneyNGF9A+Hv/AAT0+F/wq8AP4d0HS/EVrb/22PEcN7c+J9T1HVLXUfKEIuY726uJZ1PlDyyok2MhZSpV2B39d/ZL8I+LPh74r8N67BrGuWvjm0+wa/d3Wq3KX+owbSqx/aInSSFF3vtWAxqhdyoBZiaj7vurayS+SSX5W9CHrq92/wA22/lrseO/8Fajn4WfCf5cf8Xg8GYPp/xObc5/Piul+LXwS8RaT+3/AOBfi9pVrc+JNLsfBmq+Eb7RrW5giurZp7qzuo7yITyxo65tjFIA24b4SAwBx2vxz/Yt8A/tH6R4esfF1j4kvLLwrc2t7pcFj4q1bS1t57Zw9vMRa3Me+SNlUh33Nkdau+N/2V/C/jvW/DWrXK61a674TsLjStO1e21SddSitLgRCeE3LOZT5nkRFpC3mZTIcMSamC5F/wBvSfycVH9H94Sjed3/ACpfNNv9UeE/8Ec59c1L4ZfGe71q1+yWt38ZPFkulwiUSxxQfbRvVWHyti5FyCV+UsGxX2GOtc98OPh5o/wp8Gaf4d8O6ZDo+i6TF5FrawL8ka5JJyeSxYlmZslmJJJJJroBxQlZRiuiS+5JXK3bl3bf3u46iiiqAKKKKACiuH8WfHjQ/BmuTabeWXjKe4gA3PYeEdW1CE5APE1vbPG3X+FuK8S8Hf8ABUTw5f8A7O934+1zwX8RrOS31W+0qHSdH8J6vqs988GpTWEKxSmzijMs7RofLYjYz7GbcrUAfUtFeX/G39pix+CPws0HxpeaD4l1HQNU1HTrO9NvYtHeaLDeypAl1PbSbZVSKWWLzV2+ZEpdiv7thXHeEv8AgoN4T8UfHv4ieEXtr210f4f3FvpreIdkktpqeoMjPdW0Kojf8e2Ykd923zHdPvRNQB9A18//AA5/5Sm/GT/slXgP/wBO/jOvQf2f/wBonw3+0v4Wv9a8Lrr32HTdTn0uU6rol5pTySxbf3kaXUUbSxMrKySx7o2Vvvbgyr598Of+Upvxk/7JV4D/APTv4zoA+gKK4X47/tH+Bf2Y/BFx4j8f+KtH8MaRbRPK0t7PtaRUwX8qNcvKy5HyxqzVteN/iLovw58Jy67rmpW+m6TCE3XErfeLkKiIv3nkdmVVRQWZmVVBY4oA6CivI/F37bnwv8A/C/xZ4x1rxQuj6D4DuYrPxDLe6fdQz6PLL5XlLNbtF56blniYHZt2vu+7zWt+zx+1D4F/av8ABz+IPh3r8fijw9HL5C6lb2s6Wlw+N37qV0VZdvcoW2t8pw1EddgPRqK5HQvjH4Z8WfFXxF4K03WbW88UeEbWyvNZsYtzPp8V35pt/MONoZxC7bd27aFYjay7rnxB+Jei/CzRob/Xb+Oxt7i4S0twEeWa7nc7UghiQNJLK3ZI1ZmweKAOgZsGhWzXmy/tZ/D+XwbJrw8RRmxj1g+HvJNpcfbjqYbb9iW02ee1x/F5Qj37fm27ea6T4cfFTQvivpN1e6BqH2yPT7t7C7ieF7e4sbiPbvhmhkVZIpAGVtrqp2urfdZTS/r+vvX3h/X9fczp6KKKYDWXmhRivO/DP7UvgPxn8MbXxlo/iO31bw3fahPpVnd2cMtx9vuYbiW2eK3jRC8zebDIo8tW3BCy5X5q5vxZ+358JPAvwm8VeNta8XLpugeBdRg0rxCbjT7uK80a5meJIop7RovtKM/nxMuY/mSRXHy/NU8y2/rp/mvvHyu9v6/rQ9qorwn9nb/go78Ff2svHcnhr4d+ObPxPrltZvqM1rBZXUbR26siNITJEqhdzoOv8VXv2of29/hL+xhq3h+y+JvjCDwtP4qS5fSxJZXVwLgQeV5vzQxuEx50f3tuc8dDTelr9RLW9uh7MTtoXivmTUf+Cv37OWkfDex8YTfEuz/4RnUtZk8PQX66XfNG18kPntDgQ7hiIq27G35l55r0X9mT9tP4Y/tjWusz/DXxZb+KodAkih1B4bW4hFu8isyA+aiclQTxT5Xr5f1+qFzbeZ6xRQOlcv8AET4p6P8ADOC1bVZrxpb1nFvaWOn3Go3lxsAZylvbo8rqo+8yrhdwz1FAzqKOleJ+M/8AgoJ8Hfh98A4filrXjzS9P8By3/8AZTarJHN5dtd72ja3mRU8yGVHR1dZVVo2Vg22uk+HP7UngX4tfCNvHuga8NQ8IlykWp/ZLiGG8O5VH2feitOrMyopiDB2+Vdx4qe/kHbzPRiN4pVPFcl4D+MGg/EPU7/T9LuLxdS0tYpLuyv7C40+6hSXd5UhhuESTy32SBX27S0bgHKsB59+0x/wUI+D/wCxv4t0XRPiV41t/C+peIraa70+KWyup/tEULKrnMUbqvzOB823PbOKNrJ9Q3vboe30V5D8LP24/hf8cPh7D4o8H+KJPEmjXWoS6Zbyafpd5PPPcRIHlSOBYfNfYrKzMqFV7kV33gH4h6P8T9C/tPQ7z7barNJbyb43hlt5o2KSRSxSBZIpFYYZHVWX0quViudBRRXKeO/izovw1ubK31Sa9kvNQWaS1s7GwuNRvJ0i2+Y6w26PIUXegZtu1S6Dqy0DOqK5pAMCvN7H9qz4f6v8JdM8cWPia01Dw3rV2thYT2kUs8t5cmVovs0duiGdrhZEdGhCeYrRvuUbW23LD9orwbqHhG+1yPWV+xaZqA0i6ie0mS8t70sgW0a2KCcTt5ke2LZvbzEIUhlyv6/r7194HfUVxPws+PfhX4xaprth4f1RrjU/C9ylrq+n3VpPY32nPIgki823uESVFkQ7kYrtdeVLU74hfHHwz8MtastL1S8vDq2oQTXlvYafp1zqV21vFtEsxht43kWJWdFLsu3dIq5yy09tw32O0pq8Vweo/tHeC9K8J+Hdc/t6DUNN8YlBoTabDLqMusbomlH2eK3R5JcRKznap2qrMcAVtfDv4kaL8VvDKax4fv49R09pZbdnUGN4Z4nMUsUiOA8cqOrIyOqsrKQwBpeQHRbOacTiiuO+JPxo0H4WGJdWk1SSeaKS4W10zSrvVLsRJt3y+TaxyybFLKN+3buZV6mlzJbgdgBgUpGa5j4cfFPw78Yfh3p3ivw1rWn614c1i3+1Weo2k6yW80XQtu9sEMDyrKwIyKi+D/xh8N/Hr4c6b4t8H6vb694b1cO1jqECMsN0scrRMybgMruRsN0bqMjFVZp6gdUcE/WjgVyPwz+Mnhn40Ra7L4X1m31iHw5q9xoWoyW4bZbX1vtE8G4jBZGYKxXIDbl6qwrP+Iv7RvhD4W+IP7L1nUrhdUWwfVXs7LT7q/uILNG2tcypbxu0UIORvkCqSGGeDU8y08/8r/lqGuq7f8N+eh6BRXC+If2hfCPh7TtLuv7Um1WHXLI6lpy6LY3GsS3loAh+0IlpHK7RfvI/3mNvzrzyK1vhX8UPD/xq+H+k+KvCusWWv+H9ag+0WV9aSeZDOmSOvZlYFWU/MrKVOGFUB0ecrSjpQBgVh+PvHWj/AAw8G6t4j17ULbSdD0K0lv8AUL24fy4rS3iRnkkdv7qqGNTKSirvYaTbsjazgCjgZrw/44f8FEfg3+zd4O8FeIPG3jSHQdH+IURuNAuZLG6lW+Tyo5c7Y4mZPkkRvnC9fXim/DP/AIKLfBn4y+CbzxF4X8cWutaVZ6pDojPbWN00s19Ku+O1hh8rzZp2T5tkSs235sYquVttLpuTfRPue6DnmjHFcx8OvipofxW0m6vdA1D7ZHp949heRPC9vcWNxHt3wzQyKskUgDK211U7XVvuspPm/wAef+Chvwb/AGXvihp/gvx345svD3izWrRL/TtLltbiWe/ieSSNfJWONvNcvE42Ll/l+7S6pdx932Pb6K4zxj8b/D/gQ2K302qSXGo2j3sFlZ6TeX1+0Kbd8htoInmVVLoDuQbWYL947av/AAr+KHh/41fD/SfFXhXWLLX/AA/rUH2iyvrSTzIZ0yR+DKwKsp+ZWUqcMKYHSUUVDc3EdnbtLIyxxxjc7ucBQO5oAmorzXwv+1b4D8Y/EXTvCdprc0Ova1ay3ulW9/p11YLrMMWDJLZyTxJHdKqsrMYGfarBvunNXrD9onwhqfiWz0uLVLhZtSuZLKyuJNOuYrC+uE3boobtoxBK/wAj4VHJOxsfdagDvM4FIxwK4TX/ANovwj4a1uSyvtTuIfs94lhcXf8AZ1y+n21w5VUilu1j8iJyzou15F+aRV+8wrpvF3imy8F+GNQ1jUpvsunaXbS3d1MVLeTEiF3bA5O1QTxzUuSS5nsFm3yrc1qK8a/Zg/b1+Ev7Z0l4vwv8ZW/jKLT4/Nu57Oyuhb2vzbfLkleNUSXP/LJmD/Kx2/Ka34/2pPAk3jiz8Pr4ijbUL/VJdFtZPs032O6voo3kltEutnkPOqxybolk3Bo2XG5SKrld7C5la56NRRRQMKK4/wCJPxp0H4VmFNWk1SS4mikuEtdM0q71S7ESbd8vkWscsmxSyjft25ZV6ms/T/2mvAviD4eeHfFel+IrfW9C8Vf8gefSYpdQfVDtZisMUKPI7KqOWVV3Jsbdtw2DzA9Aorzvwv8AtP8AgDxf8MdU8YWXiaw/4R3Q7qaw1O4uQ9rJplzFJ5clvcRShZYp1fC+U6rJll+X5lrS+G3xt8N/FjVNYsNFv55NS8OvEmpWV1ZXFjeWXmp5kW+GdEkVXT5lbbtbDY6UAdiWxS54rxX9on/goH8Hf2TPHWi+GfiJ4403wvr3iK3a60uzuLe4d75A+zEexGDPu4CfebsprpPiz+1R8P8A4BfC9fGPjbxPYeE9AktftiS6qr2txIm1WOLd188uqsNybN691FLdXWwdeXqeiIacRmoYZ1nhWSM7lcbgfapA9MB1FFFABRRRQB8V/wDBSTw3N4J8YfC29uHvPG1x8QPGM3hmGx1DQtLvP7HhOlanqf8Ao5TRb26KqdPVNux22vuZhtZq+e/Dv7M2g6N8U/hV8J5vBv2XRviDr+rodVvvDNl9s0mZbO/1T7RbvqHhK3jaRXiZUVZNyKy7flSvvT9qn9l6D9pjxb8IZ9St9E1DQ/h94yl8Sapp+qW4uI9QhbQ9W05I1RlZGdZ9Qhl+fjbE38W2uH8UfsJbP20fhP458K6T8L/C/g34fzalqN9Bp3hz7Hrd3cT6bPYxRLPE3lPD/pUsrbkVlaGMDfuZkAOI/aU+Btv4K1v4M+BLH4lfETWfiBrlrqHhGK41HVYluvE2ktBJdXcmpypbeVK0EFu6QS+VujluFY798m74++FvgXVNH8E+IbywsdH0nwr4svPiVqknh+fxxqy2viTTNOlaw3wstvt+0xSW8U2+Vt13FdTu6s3zRfqR8XPgA3xV+MHwv8UvrlzYw/DfU7/UJNNW3SWHWPtWm3Nhsct8ybPtBdSuc4KkfNuXwP8Aai/4JQaH4o/Zff4dfBm18DfDhZtPm8P/AGnUtEuNW+x6fdL5Vw1uwuY3SdY2Z0ZmdWkVd64+ZQDq/wDgkf4N8SfCz9gr4Y+Eta0Dw9otn4b8J6Pa6c2neILjVJ73dYxSzS3KS20X2WRpXY+UkkyhWXDKuFrd+HP/AClN+Mn/AGSrwH/6d/Gdd1+z9+y34D/Zd0G6sfA/hnSfD51TyZNSuLS2SKfVpYoliWadlH7yTYoG5q4X4c/8pTfjJ/2SrwH/AOnfxnQBzf8AwWn/AOUVvxy/7Fif/wBCSuO/4KEjxBq37Sn7Hegadc/Y9F1bxzfT387KJFSa30G+mtyA3BdcSvHvVl8xEYq23FfSH7R/7MHg/wDa3+Gt54P8eWer6l4b1GMxXljZa7f6Ul4jYykptJomdePusStJ4g/Zn8K+JPhzpHhe8j1q6tPD93FqGk3tzrN3danp11ExZJ47yaR5/MXcy5Z23IzI25GK1Kj+af3O4S2su0l/4ErHzWvx9stW+Lfxc+E/iDWtF8N+IvDXxA8JQaV4nfRQ8niO4vEtr+0huYoNivdKtpLBv+RPLWJiq/MtdhB+2V4j+H37Q3xe+GeoWOqeMLzwNoeia/ol9ZaRLdXVzHqctzb+Tdw2kZz5U9q7mSKJf3Dfd3IWf1zw9+yt4Q8O+HtWsre11D7Zr2pLrWoau2oTHVbq+VFjW6a53bw6xxoiqu1FjGwKE+WtL4T/AAC8PfBzU9e1LS4ry61zxTNFc61q1/cvdX2pvEnlxb5HPyxonypGm2NNzbVG5sv1/rRL81v+GrF5L+tb/lpbpqfKP7C/ijRbL/gpv8eNMsV8U3F5qHhfwnNcXmo+GtQ0+S5uf+JvJPLN50KLDvZ9yq+1W+6mdu1dz9rlPEvif/gq/wDs06Ha6hJpmgr4f8W6oLhYklaO9jisYleJZFaPzlgmnRWdW2rPL8te6eGv2L/AHhT4yeLPH1lZ+JF8UeOLWOy1y5m8V6rPDfQxiRYk+zvctAixiWTZsRdm87dtOh/Y+8C6f8OvBXhjTLLUtJs/hwix+GLyDVLltR0XbE0H7u5ld5ZN0TMjCVnDq3zbqFvGT6fqmvwumu77D6vz/S352d/LufKHhGDxF+0j8adF1/TtL0+41T9mX40a1pWsWVjFBpx8YxXejMgv0VmSJr6OO/iZ9zKr+VOV27ljrv8A/gn7qviDxF+3z+19f6hp1xpeiya/4citLWSZJTFdJokKzh2jLJ5vlfZGbazbQyLu+WvZp/2JPh6/hXRdMt9LuLObw/r0vimx1Nbl5NQh1aVZUmvjNLvZ53SaVS0m75X4xtXb2vws+EmhfCHw/Jpfh+xazt57qa+upZZnuLi/uZTulnnmkZpJZWbq7sW4A6BQHD3Vr2t87Ru/RtPT0FK7ldef3XbS/FanW15L+0t8Ql0n+yfDM1j4rbTfEYlOqX2kaBqGpi3tI9vmQbrSGXy5Zt6oN235PNZTuVa9aHFZ+vaND4j0e6sJ2uo7e8iaN2trqW0mUEY+SWIq6N/tIysKmRUT4H/4JseN/hT4n/Ye8B6H4pXRbO9b4la8vg6LxJok0ELayNc1WezNok6RebLGiO22I7k2spZGruP2FLfQ4v2wf2lPCniy2j1P4sab4h0XxN4g1eNTHpmo20tgE0t7WFiWt1git3RoneVlkVn81967fY/ht+wV8N/g/wDDe18J+F9P8QaVpen6lLrNgz+JdSvbjTL2VpWlnt5ri4kkiZ2uJ96q21/NcMrBiK6X4WfsyeFPhDceKrrS7O6m1jxxcC78Q6re3T3N/rEixCJPNlY5CpGNiIm1I1HyqvNG13He34+7+q37W06pS1+/8Lv8LPbvdnIfsQeP7P8AaN+HU3xhQecPH9zP/ZUjfN5GkW9zLDZonosiqbhv9u4b+FVxq/tk/GfT/wBln4E+KPiU1ja3GtaTYJpum+YcfaLm5njgtYCf7r3MsINbHwu/Zj8F/B/9mrTfhNoem3MPgfSdGbQreza9naX7IUaNl87d5u4qW+cNu54NU/H37IPgP4lfAPRfhhquk3U/gvw22knT7P8AtC48yIaZPDNaBpmcyybWt4ss7Mz4O4nJqpL3rLbT1ts/nb722Lze/wCHl8r/AHGX8QL3wv8AsS/s0a9491pft/8Awr3QNS1q/v5SPtV85T7RdyE/89J5Il/HaowoxXUfs1eFrnw/8JtNvNUxJ4m8RRpq+vXH/Pa+mjQy4/2EwsSL/DHEi9qtftCfALw3+098FfEXw/8AGFnNf+F/Fdo1hqVtFcPA80TYyodCGXp2rrrGxj060jt4hsjhUIi/3QOBRfVt9bfrf9PuFbSKXnf8LfqWeleXfHDQPCPhHxhofxQ1qPWpNe8IWl3pekwafdz7tQN8Yg1qtqjiO5lkeGIIrq21hu+X7w9Rx+leSftNfsW+AP2vToa+OLXxRdDw3JJNp/8AY/i3V9A8l5V2OzHT7mDzDtG3L7toZsY3NmJX6f1/SLVup89/Av4Dp8D7ax0/xN460nwx8T/i38V9S8bS6VaQf2imn3c9hLJJpkJX5BLFY7HaeVdjSbn2MHVWzfjN8d9Q+Onh/wCN3wT1rUtYs/GXgjxroGieD/EWjeVa3U97eRW2q6bcSbkaJXtpFLT/ALvy3igyqbn8uvo34afsP/D/AODHw3Xw14Ut/EWk2sWpvrMN6/iTUdQ1KK8dBE0v2u7mlnbdGAmx3ZNvy7cVd0z9j/wDpngPVPD/APZF1NDrmrDX7/UJtQuG1S71JTGyXpu9/nrOnlRBGVh5axoibUUKG4p6dFb5W5duzSTSfz3Is783XX9Xr5Nu7R4b+w14k+KOhftV+KPCvx+03S734nDw3by6N4q8PZj0HxFottPscpbt+8tbtbi5Vp45Cyt5qGJti7V9k/bL+L9p+zT8ItW8ZWcFoPFWsS6d4X0iWUZ869vL1bSyRvVEnu97D+7urWuf2WfC+teHvEum62Na8RjxfpUmiapeajqk/wBsmsnVla3jljZDbrtdv9TsYthiSw3U74jfso+Cfin8OfCfhPWdNuLjQ/BOqaXrGkQC/nD29xpssctozSb98m1okyHZt38W6qvzOKl5Xt2vr6O33vsHVtfj3SVvVXX3Hgf7XHwX8TweK/hT4X+B/ihvC/xe8L2up65ZahrEf2nR9Q09ntl1FNWTG+b7VcS253RbZVk3SKy7GDdp/wAE0/GuseK/hp4wtfGXhm88K/FLRfFM9v43tnuku7W41J7e3nFxZyoFVrN7aW28oFVdUCq+ZFZm9g+JfwS0T4l6zpWqXTalpuvaCJE0/VdNu3tby1SXb5sW5eHifYhaORWRmjRtu5FZdD4efDbS/hjpFxZ6XFPm+uWvLu4ubh7i6vbhgqmWWWRi0jbVReT8qoqrhVUBU9Lt9b/mtvKy1XfUJa2S6f5P8dd+2h01eP8Axgl8I+IPjToml6fqPgWx+ONjod/qHhaXWtP+33llYu8UV3JHEksUvks3ko+2Rf4euK9gri/iF8E9H+Imt2erST6to+uafBJawanpV29rdCCQqzxMV+V0LKp2urBWG5drfNUy/r7n/XoUfmv+yv4m0WT4i/sq+GdEstWsV8H/ABe8faJ4y+3XK3C3niiLTdSluLhZVRFdJZLi4li2xptV9u1drV7L4Y1TwEf+ChP7S2k/EWbwuugat4q8Bw+HYNdiWa1m8Tf2YZIPKRutz+4tWXaQ37ta+mdI/Ym+HHhf4XaN4Q0nw/8A2dpnh/Vz4g0+4hu5vt9rqbPI73/2lmMslw7Sy73kZjIssivuVmU3bD9k/wAF2WgalYmwvpbzVtZ/4SG71Y3si6lNqexYlu/tCsrpIsSrEqptRYh5QUR/JVdFfpb9Nu2zt20CW7a63/NvXvur99Twj9i3VbXwr/wUT/aK8L+Js3/xa1O10LxDfaxZxmHS7/R/KmtrGKCAlnt2haOdXSSWUu0m8Ptby49T4d3V1J/wWf8AirHeeZ5UHwr8Nf2YG+75bajrHnbP+Bqm76LXquk/sXeAdP0nx/b3Wn6jq958VLQWHivVb3U7g6jrFuIWgSL7Qjq8KJFI6osBjCb2ZdrMzHR1P9lbwnc3mh3VjDq2h6n4b0VvDdhqOnahLHerpreXutXlJLSL+6RlaTdIjDejK5LUusX2X5pr9VfvvoE9pJdbfg4v8bP00Wp+ef8AwTW1LVLj9pP9nW3vmmbQY9P+LX9jbs+V8vimBIdn+7bfKv8AstX1N/wTPnupPi1+1VGxZtLh+L9yLEfwKx0fSmuNv/bdpd3+0Wr2Z/2T/A9l4W8F6Tpek/8ACPx/Dn/kV59NkaG40bMTQPsfneHjdg6y71kzlwzfNW/8KfhBoPwS8KtpHh2zaztZ7ufUbuSWV55ry5nlaWa4mlclpJXkYszMe/oAoqn7tl2i4+t5qV/wsTUjzNy7y5vTRqy+863BryL4yaf4f+E/xAb4oR6drWs+PrzSP+EU0jSbPUJVXW8ytcR24t9/kbw+9jcOv7qPzWZlQNXrrH5q8X/aS/YN+G/7W3inSNZ8bWvi6fUtEtpbSzk0jxtrWhLDFIys42WF3CjMzKmWZS3yLz8q4zd7q39dNC426/11PE/2fvhZH+yR+zroHwm1y51rxBJrWp6t4i8a3/hzw9qOqafDNdX0l5caZCbWF/KVpbjytsm1vIjdmCs61yv/AATT+Osdp/wSz+FGl6PZ+No/7SN3ps9/p/hLVLk6ZD9ruZJZ08q2bc3l/IjjcvmuM/cdR9dfDD9mTwf8GvghH8PfDNvrmm+F4xMqqNf1CXUA00rSyv8Abnma73tI7Nv83dz1xUf7Pn7LPgv9lj4Uw+CfAtnrGl+F7cOLezuNe1DUGtg+SwiluZpJYhuYnCMvzHPWrlZpx9Pw6eltBRvzc3r+PX1vqfO//BHPxJot14e+N2k6JZatZ2en/FTXzbx3Oi3djFFD5saom6aJBvXHzJnev8SiuyPwk8TfBr9uf4qfEq10ufxbovxE8J6NZJDBeW0MuiT6c18pSQTyp/o8q3W8Om7ayTbl+7nqPD//AATo+FHhz4ZeNvB1vo/iZvDvxGvH1PxBa3HjHWrlr26klEskyyy3bSQyO6qzNEyFsc5rpfiV+yN4J+KXjvUPEepWd9Dqmt6TFoOsS2N7LaNq+nxPLJHazNGQxiV55W2qV3b2Vty/LUTinCMe0UvujYI2vO/WTf8A5NzHyB/wShhs/EP7CnwZ02z1TwFpf7RVl8Pby80SfV9OOoXlj4fuNRkWGREWSKYWkmy1Ctu2/Kvyt92vZ/8Agjj4k8J6r+wZ4b0vwfp2qaTbeE9R1TQNWttRuBd3A1W2v50vpDMqIsqyXPmyK6xoNsg+RPur7P4n/Zz8O+IrixuLNdQ8LX2m2I0m3udAujp7rZL922IT5GiXnYrL+73MU2Fia0vgr8FfDH7PHw30vwf4N0e30Pw7pIdba0iZ5MM7tJI7u7M7u7szs7szMzMWJJrbmTlJ9/8ANv8AJ6936Ea2X9dLfns+i06nZV8gf8FRPiRa3/wH+J3hnVNO8Vrouj+CdT1Cae38Nald2Wo3bWk3kI08UDxCKEr5r7nX5/K5+RxX1/niuN+NXwW0D9oL4b6t4P8AFUOo3Xh/XLd7S/t7LVLrTnuoXUo8TS2skUuxlYqy7sMDzXLiKbqU3FdTejJRmpM8B8D/ALQvh34C/wDBL3w78YLnTbySTwP8OrcQLe2U9jPM/wBmtwLdRMittlnSBQ+3a3ysCVpnxd/ZJ8QW3iv9n3xlp0jeINa+HPie81zxJY+dFDN4hmv9LubS4uI2ldU82J5VdEZlVYEaNfuotepeK/2JPh742/Zgb4N6lp+r3fgDyrW3WyuNcvbqcRW8scsMf2maV59qtEnBf7o2/drpfi/8B/D3xsj8PtrUM/8AaHhTUxrOi38DbLnS7sRSwedESCu7yppU+ZW4k9cEddWSlNzj1d/le/8AS8lqc9GNqSpvomvwt/XqfOf/AAT/ANW8QeI/2+v2vtQ1DTp9L0WXX/DkVrayTJKYrpNEiE4doyyeb5X2Rm2s20Mi5+WvQPiHr02o/Fz4r6h4J8e2Fn4m8IeGdOh1DR20rzltLpFvbq1NzK/DwSpcfNHFskXbnzV3ba7XVP2QfAGu/A/XPh3eaLczeF/E0r3GrRrql3DeanM8qyvNNdpIty0rOq5fzN2FC/d+WrPxX/Zq8O/GF9SXU5detbXXbb7FrNtp2rXFjFq8O0jy5hEy/wAJ2702uV+Qtt+WsKqk4qKdmklfzta5tFxTvJXV/wALnivwU/aC8M/tq/Dv4d+OPCr+BfCvx+8VfDaLxHpUGtWH9o32j6ZeGLzlCpJFL9ma5RF3htrFFO1vu1Z/4I4+I/COp/sH+G9M8I6bqmk2/hPUdU0DVrfULkXdwNUtr+dL5zMqIsokufNlV1RAVkHyJ91fZNd/Zq8M6mdNbS4tQ8J3Okacmj2tx4fum0547FPuWuE+Vok/gVl/d7mKbSxrU+CvwV8L/s8fDjS/CHg3R7fQ/DukK621pEzyYZ3aR3d3Znd3dmdndmZmYlmJNbXjzSa0T2XbVtfg9e79DKz5Yp6tW/Kz/HZ9Fp1OzAxWD8QfBmn/ABJ8Eax4d1WOWbS9cs5tPvI45nheSGVGjdVdCGUlS3KkEVug4FZuvaLB4m0K6sLh7gWuoQyW0rW1zJbyhHUqdkkbK6Ng8OjKynkEVjJaNWuaRep8meL/AIPab8T/ANoH4N3NnqEmk/DH9mu5upIdXv7yS4u/EOq/YJbBLKGaUs8yQRPK08rMzPKqxjcyS7PD/hPH8UPgevwp1LxALjx5+yl4g8TWF94UQzpH4q8FfbLiNdHW/wDkVbvT1mmiKrG3nw7oldpUjZW+pvgz/wAErfgr8AfHui+JPDOi+Mo9U8Obxpqal4/8QaxaWm+J4jttru9lg/1cjqMx/Lu4wa7zwl+yb4R8HtptvaLrTaHodwlzpOhT6nNLpelyI25DFCzY2o21o423JEVXy1TauNI6NNu+qf43fz0Vn0sRLrFKytb87L01d973Ph34xL8TvAGl/En4geF/P8dfso614mvr/wAXeE55ki8S6fFbXUi6te6XKybWs3uYZ3e1lbzWRZGheJpFVfur9pnxR4f0b9mPxpqXiLW4fDvh19BuBd6rNC8yWMUkRTzSifM+3ePlXlulV7z9krwjPeakirrEGi63ePqOpaDFqc6aTe3Ejl5He33bdsjsWkiXbFKzMzo5Ziddf2efCJ8W+M9dbSZJNS+IVpaWWvGW9uJIruG1SSOBViZ/Lh2rK/MSozFstuKrif8Al2o/1ta3p2LTSq8673/G/wB/fufPfxy/aP8AG37PPxQ8MfDuDUV8WzfEjwD4j1XSLuOxW1m0zU9KtoJU2CP/AJdpVuFCq++RHjX533/L47+yR8VtU/Z1/YV/Yj1fVE0/xVY/EC50PQZ7CewidtJudR06eRNQtptvmrcLLu89nZt6zz42cV9t+C/2avDXgf4jt4uY6xrvigWB0i31PWNRlvp7KyZ1ka3h3ttjVmRGdlG+Xy03s+xduT4L/Yz8A+BPEOiXllp981r4Tupr3w9pU99LLpvh+edXWWW2t2bYjbZZVX73lLI6xeWrFS4Npa9Wm/RSk7fNSSv0sZuGll0TX3pJP5NXt1uevKcqKD0ooplnj/xk03w/8J/HzfE+PTda1nx9e6R/wimkaRZ6hKq63mVriO3Fvv8AI3h97G4df3UfmszKgavFf2WP2dvBP7MPwt+G/wAPfFHiT4e6p8ZbvX9f8TeHpLy2W8isdauHnu9RTT4N6SbIIrt0+V0bY247d22vYP2kf2Dfhv8AtbeKtJ1nxraeLptS0S2ltLKTSPG2taEsMUjKzjZYXcCMzFEyzKW+ReflFWvBv7FngH4b/Djw94Z8N2uuaFbeFZbmbR76PXL251Oze4kZ7jdd3EkssyyM2WSdpFbauV+Rdsx0jr/Svf8APV+Y5dGv60t+Wnpc/OE67cf8Jl4T+Hem/aLTxhB+1Nv+JWoSnzrDVNRl0u41G0u7dMKqwbUtGit33NHJbRq7S7fMk+8P2bfjHdXf7Z3xr+GWpWtpeah4QtdC1iPxCllFb3WrW19BOEhu2iVUklge1lVXCr+6eNdu5WZus0n9hz4b6H8OdQ8Nw6FL9n1jXP8AhJ73UGvZ21O41fesg1Frvf5v2lWjTa6t8qqEACfLU0v7GvgPUfh5448Oapp+oatb/EtDF4qvbnVLhdS1oeUIAHuonSWNViUIixMiov3QuWy4+7C3X8Phivkrpv0sRJXnzf18Tl83Z2MPxTnxd+0p4wtvCnj610nxT4f8L2S32mDSftElsZJbyS0lllk+RoHPm7o02yHyx+8T+L5y/au/aXk/bJ/4N7fGHxOuNLXR7rxf4CkvLq0VmaOCYPsk8styU3oxQn+ErX1344/Zp8OeOrVreSfxFpcNxp6aTef2XrVzZvf2iBlWCV0fccBm/eKVlXLbXG41n/Fr9i74cfG74BW/wv1zQ72P4f2tnHpqaHpGs32i232VFVFgb7FNEzxBVUbGJXikr8sl933u/wB919xcZJVFN/P7kv0PSvDw3aLa/wDXJP5CrxGc1ieB/BNn8PfDNrpGnyapNZ2S7Y2v9TudRuCM5+ae4d5X/wCBOfStvdkVct3Yzpxaik+g4dKKKKRYUUUUAFFc1rHxV8N+GfEEmlal4i0ex1KG3jvGtbq9ihl8mRpFjk2swO1milAbplGHauC+Hn7c3w48afCm48Xap4i0/wAC6fZXl1YXsXifULTT5LGW3untX3P5rQsjSRnZJHI8bhlKsc0AexUVyvxA+LGl/DiOzkv4fEV0t9u8k6VoN/qw4253/ZIZfLzuXbuxu525w2OB079vX4b6tN4kW3u/GE3/AAiNwbXWyvgnW9ukzCCO4Mc7fZMRsIZYpCG52yKccgkA9or5/wDhz/ylN+Mn/ZKvAf8A6d/GdehfAL472/7QXgu51uz8O+NvDENvqNxYC18UaFPo95N5RG2dIZlDNDIpDIw6hsHa6sg89+HP/KU34yf9kq8B/wDp38Z0AfQFFZfijxZpvgjw9eavrepWOj6Tp8Rmury8uUt7e1Qcl5JHIVVHGSTim+JPF2l+D9FbVNW1Sx0nTYyA9zeXKQQqSwC5diByTxyM9KANXHzfyobmuI1H9oz4f6L8PR4uuvHXhC38KNOtsNal1m2TTjKZPLEf2gv5e4v8uM5zx14qDw3+1D8N/F0eoSaT8QvAuqR6RZvqF+1prttN9htk+/PLtc7I1/idsKvc1N932/4cP6/Q7+kK8VyXgb44+DfifqMlr4a8X+F/EF1DAt1JDpuqwXciQsfllKxuSEOOGxg9q6zdj8OvtVS03Fe46isTT/H+h6v4TbXrTW9JudDjWV31GK8jktEWJmWRjKDtwjI4Y5wpUg9DhfBvxB0P4haa17oGt6TrtnHIYXn0+7juo0cAEoWjJG4ZBxxgMDR5DNqiiigBG6UKOKwI/iV4fl8LXGuL4g0VtFs5ZYLjUPt0f2WCSKUwyo8m7arJKrIwJGGUqcHijQfib4d8UeFZ9d03xDomo6LaeYZ9Rtr6Ka0i8vJk3SKxRQo5OTx3oA3gvrTqwfBfxF0H4laW994b17R/EFnFKYZJ9Ovo7qKN8BthaMkBsMpwecEH0y7xt8QNE+G+lLfeINa0nQ7FpRCtxqF7Haxs7ZIUM7KM4UnHJIB44NL1A3KKwNV+Jnh7QvB8fiO+8QaJZ+H5o45Y9SnvY47ORZceUwmZthV9y7SDhtwxV3w54n07xdo1vqWj6jZ6rpt4u+C6tJ1ngmGcZV1JVgCCOD160wNKiisPxz8Q9D+GuiHUvEWt6ToGmq4jN3qV7HaQB+u0u5AyQGIHfBoA3KaTzXE+Jf2jPAPg3wVpHibWPHXg/SfDevSrDpurXms20FjqDMrOghmZxHIWRGYBW5Ck84p3hT9ofwD44tNSutE8deEdatdHj86+msdYtrlLFDkhpWRyEXAPLYHHXNT38gO2orn/AAR8TfDvxMt7m48N+ItF8RQ2MxguX0y/iu0gkwDscxsdrAEHB556c07xn8RtB+HGnR3Wv69o+hWsz+Wk2p3sdrG7YLFQzkDdtBOOwGccVQG9RVHTtWt9b0y3vLG6hurW8iWWC4gcSxTIwyGRhwwI5BGQRyM1B4Z8W6b4y0ePUNI1Kw1axkZ0jubO4WeFzG5jcBlJBKurAgHgjHUUAatFFYPjP4j6D8NtNS88Sa5pOg2cjlFuNRvI7SNyASQC5A6AnjnAoA3cCkwKydO8YaXrPhmPW7HVNPvdFuIBdxX8FykltJDjd5iyA7Sm3ncDjv0rJ8SfHLwX4M+H9r4s1fxh4Z0vwpeJFJBrV5qkMGnTLNjymW4ZhGQ+5duG+bIxml6/1/XQN/6+/wC466kFcb4A/aD8B/FTVZLDwv428I+JL6CPz5bfS9Yt7yaOPIG9kjckLk4yRjNXfH/xZ8L/AAqs47jxR4m0Pw1bybikuqajDZxyAYzhpWUYGRnHTIFOWmrBa7HTAYpAuK53xN8UvDngnwxFrWteINF0jR7gK0d9eX0cFs+4blIkZgpDAZHOD2zV7wz4r0/xt4ftNV0XUrHVtLv4lntb2znWe3uYzyHSRCVZSOhBIo1u12J5tE+5pYOafRXNfEL4s+GfhRpkd94p8SaH4ZsZHKpc6rfw2cRIG4jdIyjgZJGelTddSjo+mKB3rlfE3xm8JeC9G0nUtY8VeG9J07XGWPTbq91OK3h1B2QyKIXdgshKAsNpOVBPQZq74U+IGh+PPDo1jQ9b0vWNJZpFF7Y3kdxbs0bFZB5iErlWDAgHgqRxg0PTf5+QdvM3xSMM1meFvFGm+N/D9rq2i6lY6tpd9GJra8srhLi3uUPIZJEJVlPYg4rO8b/Fnwz8M2t/+Ek8SaH4fN7uFsNT1CG0+07cbtm9huxkE4zgEcZpvR2YLXY6WisDxd8SfD/w80+O81/XtG0OzuH2RT6hfR20cpxnCs7AHjJ4PatLSNYt9e063vLG5gvLK6jWW3uIZBJFcIwyrKy8EEcgjIIIIJpgXPvClAxSAfLiqmqanb6NYzXV1cR2trbIZZppXCxxIoJZmJ4UAZJPoKltJa7DSuWuAOacTiuZ1/4t+F/C/gy38Sap4l0HTfD94qPBqd1qMUNnMsi7kZZmYIQy/MCDyOma0PDXirTvGvh201XRdSsdW0u+iWe1vbOdbi3uYz0dJEJVlI6EEinrr3RPMrJrqamefeg/erJ0HxVpvi6CebS9Ss9SjtbqWyne1nSZYZ4nKSxMVOFdGBVlPIIIIrl/Gv7T3w3+Gni6TQfEnxA8E+H9cigS6On6nrttaXQicsFkMcjhthKNhsY4PpS008/+HHZ6+X9fmegAYoAxXC3f7Snw8sNL0m+uPH3guCy13zTps8muWyx6h5RCy+S2/EmwkBtucEjOK6Twt4w0vxx4fttW0XU9P1fS75BJb3llcpcW9wp7pIhKsD6gmqs/uFzbeZrUUA5FMLbVzk+/pxQMfRiuV8LfGjwj478T3miaH4s8N6zrOmqXu7Cw1OG4ubUBtpMkaOWUZ4+YAA8HnijTfjT4R1rx5J4WsvFnhm88S26u0+kQ6nA9/GIyA5MAcyAKTgkj5TwetAHU9KCcVzWo/Fvwxpfi630G68SaBba7dMEi02bUIY7uYkEqFiLbmJAzgDJHNaHinxZp/gnw7favrGoWel6Tplu93eXt3MkMFpCgLPJI7EKqKoJZmIAAqXJJcz2DVuy3NajFef8AhD9qr4Y/ELWrPTdB+JHgPXNRvs/ZbXT/ABBaXM1zgFjsRJCzYUEnGeAa1NG+NHhPxJ4vm8P6b4q8O6h4gtxI8ul22pwTXkSo21y0StvAVjtbj5WODVagdZRRRQAUVk+KPF2l+B9An1TWtUsNH0212+dd31ylvBFuIA3O5CrkkAZPJI9ab4r8aaX4D0WTUtc1TT9F06NlR7q+ukt4ULMFALuQoJJAAPJJAHpQBrf3aG4/GuX1L4zeEdE8EQ+KLzxZ4ctfC87IqavNqUEenyF3EaBZy2wkuQow3J4GTVnwR8TPDvxMs7qbw54g0XxBBYzm2uJNNv4rxIJQquUcxk7W2srbSQcMDjBFJa3t0D1OgYZFCjFc144+Lvhf4afZf+Ej8TaD4f8Athb7P/aOow2pn243bPMYbsbgTjOMj1qx4x+Jfh/4daXHfeINe0fQbGRti3Oo30dtCxxkgNIyjOAT17H3pdLh1sb1FZvh3xHZeLdGtdS0q+s9T0y+iE1td2s6zQXEZGVZHXKsD6gkH1rSqvUAooooAKKKKAPn+b9nC88J/HPx14y0X4e+CvEmoeNpbT7XqfiLxhePcPFbQbIoY4GsJ47WFGeZhHC+0tLI5G5yB5IdD8Sft8/s5a8dO+DPwL09rPxPrGjQQa/rVzqOnS3mi6zd6eJbu2h0+Fri3M9iJhD5qBxsDEYIr7B8aT61B4XvH8PQ6Xca0sZa1i1Cd4baV+yu8aOyqfUKxHoa8f8A+Ccvwy8afCf9lW0sviHpOm+H/GeueJPEninUtKsNRGoQaU+ra9f6mtss4VRKY1u0QuFwWU9qAOX/AOCkXgbXtf8A+CVvxE8P2uh2d14g/wCESWBdK0G3MlsJ41iLR2qFSfKRlbbuThVGV4r8yf2kfi54H+N/7AHxA1Dwva/D+3s/GmiajpOlTXV34I0uS6vZxLaREKbGC4XdOVKyKUYjDq6rhx+sn7X/AMKfFXxwit/DdrpMOv8Ag+eDzdV0a71UaPp+vEP/AMet5dRx3Fy1sVALQRWwWXhJJWjaSF/nnX/+CWPxQk+MOm/FKz8c/DnUvEmg6tPrejeANV8O3j+BNEupYoo/tVpGt150N+Njt9r2mPfLK6W0TySOwB926BoNn4Y0Ky03T7O1sNP0+3S1tbW2iWKG2iRQqRoigBVVQAFAAAAArwz4c/8AKU34yf8AZKvAf/p38Z16B+z3rHxM1TwQsnxS0fwTo3iLey+V4W1e61KydckB989tC65ADYIbG7GeOfP/AIc/8pTfjJ/2SrwH/wCnfxnQBxP/AAW/8FaP4j/4JgfGK+1HSdMv77R/DlxPYXFzapLLYyMUBeJmBMbEdSpBNe0/E34caR48tPBFxfMza34X1FdZ8PQf21Npcd1fx2s8QjkMWTJH5U0u5GSRSDko2Kp/ti/sq2X7aXwM1r4e6x4q8WeF9B8R2zWmpHQfsS3F3C20lN11bThRx1VVb3qDxj+ydY+NbPwNd6hrmpat4v8AhxeS32g+JNSsLCe8tppYnhkLRJbxwYaJyhMcaMFxtZSS1Z23v5fgOXS3n+Nv8j50/Yo+DfgL4065+0J4d+Imm6brXiuD4nDxL4z8I6lbR3Wi6TPJp8AsBGJAY7qB7ZI5xOyIzy5ZoomQIun8JPgh8LvFX7IXxI+JXhPwv8NfAtn8XPDl5p2kzDT7TRdOj0phLDZefJGgXbcM6zuzAk+cifMIkr2n4X/sUaD8NbH4oXX9ravqXiz4xTG58T+IJjHHdXDC2FrCsKoojihghAWJMNjksWZmY2vA37GvhTwh+xv4a+CN0bjWfCvhrQLHQIJb6OGSadbRIxDO6lDG0itCkmChUsvKleKuOsbPoor8LS+6yS8mRHSXq2/xuvzv62OC+AmueE/2Uv2n9P8Aghpvw9+HfgeTxx4eufF2nS+DNHj0uzuJLWeGK6tpokVd8iC5hdJzt8xTJlIynzd/+0r8dfDfhC90zwZqnjDQfCd54mieW5ub/VIbGS0sIyqytGXZT5rlhFGQQVLs4z5ZBTQP2TbWH4y3XxC8Q+JNY8ReNG0KTw1pmoGO3tBoljLIJJRbRxoAJpXjiaSR92TCgUIoKnq/BvwnuvBfwR07wbF4z8X6hd6bpyaePEuozW13rU5Vdv2iV5ITDJMepLQlSf4aUm3Bd/z1f5K1/VhHSbvt+WiX53aPzA/Zt+LTeK/2Vf2FPht4RvtF1jRfEXjLVY9ctUuVmtYTYW+o31tDdIj5KrKsVwIW2l/s8Y+Xlh95fsjfEfRta/aF+OvhNtFsdN8feFdb02bxNf2TS/Z9eW606F7K7VZGYxN5MfktEGYKYSQx3Vn/AAy/4JqeG/hL8APA/gPTvF/jTUW+GOrHW/CWtan9gfUNHuMTK6gw20McsUiXFxG6SISyTMAykKy+mfA79nTS/gvr3i3xEt7c654s+IF/DqHiDV7pI45Lt4oEt4IkSMBY4YokVUTnqxLMzMxvS8vO/wCPL/kxy1afZW/Fv9UelV5P+0t8e9B+Gv8AZPhm/wDF2i+EdS8WiUR3uoalDYmztI9v2idDKy5kAdEQAkh5FbBVGr1is/XtPl1bRrq1t7+60uaeIrHeWoiaa2JGA6CVHQsD03oy8ciokVE/Mb9mXxNNqv8AwTB8D6b8HfFXhuX4jeHfifrc/hnRJHXULPV7lNZ1eVLK8VJAYoXs/OmE5b92IklXcVVTQ+Kv7RuufFDTruw8aeF9X+G/xK8TfGLwFonjvwbcKJbKDTPt6i2mgulOy/t7v7M6NcALuCCFowIsN9i/Bz/gnJo3wP8AhToPhnR/Hvj2+m8I69d+I9A1XUf7Ne60q6u5Ll7pQILSKOWGb7ZcKySq+FcbGRlVh0fjX9irQfi94e8QR+MNW1PWvEHiFtOdtbt0htLjS3025a7sTaIEKxiC5d5V8wSlmdg5dcKKjpJPs4v7mn+liZ+8pKOl0199/wDO559puvXej/8ABajVdJtZHj03Xvg5b6lqMa8LJcWusSRW8jY43eXcTqCeSFx0Fafxt8E+I9B/4KM/Db4jX1rqurfDzTfBmtaGqWNjNfto+rz3FlLHcNDEjOPNt4ZohIo4I2HHmDd6Bon7LVrD418Y+LNT1/V7vxr4y0SLw4+tWix2kukWMPnGJLNNrCNhJcSyl23lpGUn5FRFbqv7NV8yeBbjTfiN46tdV8E6NJoP9o3d4t2dajlSBHubuEhYJr0mBWWZoyFaSQhCH2jOHu8q7X/8m5vyv/VglHmbb8v/ACVR/Nr7j4N/Y3svG3jb4ueGPF0ul65N8LfhX8c/iFZy6RDZSXU2mJdRt9huvs0YZykFzPeRHYpMJuOiorlfoz/gmP4+1DxR+0J+1bpy2Woaf4b0z4kQz6VBdQNA0bXOjWE9yRGwDR+ZKfPKsAwa4JYKzMK9asf2NdL8F+EvBem+DfEHiLwvL4L1G71WKaO7eZdaubxZhdS6hFlVunke4lmy/CzEOBxtrsPgf8DNF+Afhm+sdLa7vLrWtRn1fV9TvXRrzWL6cjzLiYqqrubCqFRVVFREVVVQBdP3fdeyjyr193X8H94pxu7rrJy+Tvp+Pod5Xl/xl8H6ToXxH0H4pa14s1TRdM+H+l6lFc2AWJ7G8S6EOZJA0bS+YhhATymVmMjL8wJU+nnmvGf2sf2Sp/2pk8Nxx/FD4lfDlfDV4b+IeE30xftc5GI5JvttlcgmPkpt27WbdyQpWXfp/X9ItW6ngv7Ln7G3h3wz+zx448T/ABw8K6HJ4X1Lxxr3xM0zwtr9lDeWnhKyuVJVZYHDRJOIhNM4XIje5kHUMT137Pf7Jfwr8TfsyrrUvhXRPAcPxYn0nxNNa6AV8OtbeXNFc6XZiS08tt0REYYA/vJHmOCJNtde37BdnefsmfEf4U6z8RviN4uHxMs7611XxPrtzZzayourUWp2NBbwwBY41UKvlY4Oc5rrviD+yb4V+JvwZ8N+B9VjkubLwjNp15pFzLDDPNZXdiVa2uNsiNEzoyA4ZCvPSns7dFypenX57epnr83zN+r2+W+h4f8AstXkFp/wVA+OX/CWSrofxO17w5oVzB4fsZzcabNoNs91DBqEdwwQzzNPLNHKHiiaIJEgDqRI7/26fGnxW+HX7THhfxJ8E9I034keKdB8OXg8ReA764WxW60qaaNo7m3vmO22umntvLjjdWWcLJ93yfMX0fTP2GLGT4gePvHGqeL/ABRcfELx54cXwkfElg0Fhc+HtOj81kj05RGVicSytMZJPMJl2n7qqg6K7/Znl07xNpfiHQPF2vab4msdDg8PX2o3Sw339vWsLM0Zu0ZADMjyTOJI/LOZ5MhlIUKztHXVfrf/AIF/mW95Pvb8OX/g29Fc8B/Z2/ar+H+pfsueF/DsHjSHwdeeKrzVrjXovEbR+H77w4/9oSvqNmIJJAYJI7iZraJVd9q4cM4Tc27/AMEQvFWh6/8A8EzvhvaaLqml3yaPBdWs0VndRymyP224Ko4UnYduCAccYNe++Dvgba+APh5qWg6TrGsWF9rFxcX93raLbPqE13O5eW5IeJoN5Y8L5WxVCqFAAFYf7G/7KunfsX/ArSfh7o/ibxR4m0PQ962EmvfY2ubdGdpCm61t4FYbmY5ZS2CBnitbrX5ff1t5E8v6/d39T1qvL/i/4EttQ+IWieLtGgttU+InhXTL+LQ9NvPEdxpVndwXJgE/nJGsqyLmKHDtC+xtuNpOa9QxXl/xL/Zq0/xr8XdJ+IWk3kfh/wAeaLpc+hwav9ggvGaxnkSWSAiVSQvmRowMbJyPm3L8tZy/r7mUfLH7F3gvwN4n/wCCUvjPQV2eKbnw/qXilfEVlrGmxqNC18Xd3PdWscBMiRrbyylYijuNm1gxLGvS/wBh34JeEPjp/wAEsf2edM8caHpPiPQbLwToGoPp+qW0d1YzSJp0e0yxSAo6qzbxuHDKrdQK7DwJ+wd4f+Fv7OGu/Dvw54m8WaMvi+/v9X17xDAbKbVtYvb53e7uJDPbSQBpC/8ABEoRURUAAArb+CX7KNn8EP2WLX4S2vi3xZrmhaXoa+HrC+1U2YvrKzS3FvGivbW8KMUVRhmQtnkk1N5KM7LVqNl0vFPbyu9CWrzi+icr+kmtfuWpxH/BPT4SfDm68NXXxe8D+CPCPhWL4jRY0v8AsXRbfT1GjJK5teIkXcZx/pDMeT5qKciJcdZ8dPAFxbeKdc8aeCtP0/xB8UE8LyaJDpWpeIZrOyksXlaVXa2AeJ385cKzom4F081FJNafww/ZZsvhL+xzofwZ0XxF4k03TvD/AIVi8KWeu2c8cGr20cdsLZbqOTYUW4UAOG2FQ+DtxxWVffsfW9j44TxZ4d8Talo/jafw3a+FdR8RzWdpf6hqdlAZDE8jyRcTB5ZJNy4RnOXjcBVDrxTbUdtk+trNf5XHTbSTlv1XTdP/AIb0PDf+CefhH4deGP2JvgT8Q/DvxJ8UXXgn4UeFNR0aRdRt4IUvpZJEiuftMDJJJFPBPbSRxxwScZMYaRThvRv+CZHwK8SfBn4W+OtQ8RWc3h+L4ieO9X8ZaV4dlwr+GrG8kVorZ1BKxyttaeSNThJLh15IJNLUP+CXHh3SvgT8Pfh34J+JHxS+GegfDueW9tT4cutMe41W7kdpGurtr2xuRJMJXllBRUG+VmxlUK+s/s1/s+t+zp4N1DTZ/G3jf4h6hq2otqN3rXiy4tZ9QncxxxKha2t4IhGiRIqgRgjknNayknOUu9/ubTf4/gRy+7FdtfwaX4P7/Q9MBNeQ/FvSNJ+FPxJvvi9reva81np/hs+HF8OQwRXEF/JJcrLGYI/LM7Xkr7IVjjcLJmMFSVUj15m+avDP2ov2M7z9pjxp4b1u1+L3xY+HE3hmOYWlt4Vk0lIGlk4a4cXlhct52wlAwZcKzgDDvuxle6t/XQ1jbr/XU+dPgD+wFNpn7Mfwj+G3xK0n4V61qC67rviUeEPFsEOsWujWtzJczRWtraNlbo2S3UMR2NGiZJVgu0N7Z+z18SvCf7TvwH8deE7zwX4dsV+Fuv33gzU9DSyjl0mG4sQjxS20bIFWNopLeVFK5jLbckpubc8F/sT2vw60Pw1NY+MvEmseNvC51BIPGHiOCy1HVr1b6VJLlJysEUZUmOFR5KxECBFzt3htT4cfsiaX8KPhH4g8M+HfEniXSdS8V6pda5rXiSJbOTVtRv7qTdPcOJbd7cM2AiqIAqIiKoAUUYiLlGSj1i0vXS3ytcUXqn53f43/ABscL/wRiGP+CVHwBC/9CVp4/wDIQrJ+C+oyePv+Cq/7RthrKC5tPD3g/wAKaTp8Uy7o1tLldSnnCqeNskp+fHDeUgOdgx23wk/YStvgr+x5b/BfQfid8UbfRdN0+HS9L1tLvT7bXNGgiKlFgngs4484XBaSN2IYjPNdJ44/Zkg1j4vap478Pa9qXhPxR4i0GLw5qlzawxTLe2sUkskEmyRSFubdp5zHJ0xM4dJAF27YiXPUlKPW/wCN/wBRQVocr8vwaf6H58/sl/F340aV+zR8A/Fnwm02y+KXjDwr4S1fS9d8DapcizN3oMWqTW9nc29+5K210fsEcUaSK6zqsgO3yvMX7i/4JvePdD+IX7KOkajocurLJJqOptqun6npzabeaJqT308t5YyWhZjB5E8jxiPcwCIuGYEMbngr9ibQ/gpbeGU+G2qah4Lk8N+HrfwuFWOO+t9QsLd3eFbhJQWaVHmndZVZW3XEhfeCFr0P4T/CrT/g74cm0+ymuLybULyfUb69utn2jULqZzJLNJsVUyScAKqqqhQAAAKmNkmumv5v80KpeUk/T8vzv+B1/Wvj3/gqb8dPCl58APih8PtQ8X+HdGmt/BGp3+q293q0FtcXm6zm+zWcas6s3mMN74B+RVQgiYY+wgeK4H9oz4IwftH/AAZ8SeBr3XNc8Oaf4qsJtLv7zSBbC7NvMjRyRobiGaNdyuw3bNwPIINc+JpudNxj1NqMlGakzxH9nRPC+o/s7fA/4uv49lg0H4e+A/sdzb2U1tc6beGa0tY5DLiNn8+J4QiLC6sWdkIO7aeD/ZYluf2Q/gt4mg8W65pHw41P43/EDWvE/h3SdWvYLUeENMuXjkberv5azKoM7RKcC4vAhz8zV6p47/4J6yeMfhB8PfBtt8a/jH4atPhyE+x32kPoa3d+Y41jt2ufN0ySJmhVf3ZSOPk7juYKw9A/Z8/Zzm+Avw71jRX+IHj7xrqut3kt9c+I/Ek1lc6qJXhSJdvk20UAWNIkCqYSBjkNmuqraU5SXnb0bTf4nNRi404Rl0t96TS/BnhH/BFjxP4Z1D9nXxtpHhrWtL1W30n4leLSFtL9Lt44JNevmgdyGY4kjGVYk7x8wJHNdL+258E/hQmuaffa58P/AAL4m+InxV1uz8L6TqOu6BaapcWreUzMyGdGPl29tBdXAj+6XVs/fNb3wq/4J/W/wc+AfjL4f6P8VPitDb+MtXvNcbWUutMttX0m7u7x7y5e1mgsY1XzZZHz5iSbVOF2iu0+Nf7MWk/G34x/CvxlqGo6na3Xwp1a81iwtYGT7Pey3NhPYnzgwJO1Lhyu3HzVnZtRXblv8rX/ACNdueXV8zXq7tL72eU/FD9iH4d+I/FHwz8B2Hg/4NaxoHgDw3fxWPh/xTpUGqnTUeax8q7gsmUFvnt5EebchDSZy5Yg+j/sR/tIab+1L8A7PxFpukR+HZNN1C+8PajpMLB4tOvdPu5bK4ijYKoeISQMUYKuUKnapyo2fiH8BV8U/EFPF+h6q/hfxd/ZZ0OXVIdPtrqWWyMnmiL98jFSj7nXB27m+dZAFUW/2dvgB4e/Zh+FOm+DfDEN0um2TzXEk91IJLq/uZ5XnuLmdwo3SyyyPIxAA3OcBQAKKctNfP8AN/oTrsv6Vv8AP8Lnfiuf+I/hVvH3gPWtBXUtQ0ltYsZrL7dYyCO6svNQoJYiwIWRc7lJBAIBrfB+Ws3xBpkutaHd2kN9daXLdQyQx3lqIzNaMwKiWPzFdN6k5G9WXI5VhUz21RpF63PkPxn8BtQ+In7Wn7P2i+FL+8uLb9nS3um8UeLZEihmuVuNLazh0oeSqRtNMXjuZkRRHEsUJIBeIHO+Ln7M19rur/s5fCDwfrmreIdW+C/inT/F2veMb9YUutM0+3SYGCV4Y0Q3N8JDCI0Ub4hNJJnAL998Cf8AgmxL8EfGOg6jcfHr47eMtM8PXU15BoOv3mjHTbq5kSUGaYW2mwSySBpnkBaU5kwzbqreAf8AgmRP4H8cW2rXP7QXx98RafHri+IbrQ9TvNDXTdVuVnWbFx9n0uKZ03onyiVeEVfugCtN2r9036p3Xy/Mzkt0u1l6a3/P8fI+dvjn8ZvHfwqu/iRa6ppM3jL9lvxR4zkn1H4haXaeZrXgaVbpWvRJbB991aQXMRjS+jANqIyTHMkKk/oh498BaN8YPh7qPh/WreLUtB161a2vLd/mjvIHHzxsDwyOuVZTwQxBzmvNrn9j21PhrXPCdv4o1u3+Hvii6u7nUPDvk27qVu5ZJbu2jnKeYltM8spdMs48xhHJGuAvdeDfha3hH4ieJvEC+IvE2oQ+JIbKGLRry5R9L0MWySJmziVA0bS7wZCzNuKR424NJfw1Ht/kN/xObvf8/wCrngX7NXwA+DXiT9onxd4u8H/Dv4f+Frb4XX1x4TsLrRtAtNOdr3yImv7jzYY1b5BKLYDPymO467+PO/i14B8NfBD9o/8AZJ0e/uptF+F3hLWbmw8C6xBrE+tXOt6tdabPFa2N3PLiSGF4WnZGD3CzFIkYxAKH+kP2fv2O/DfwH+GPjLwnHc6h4g0vx34g1nxBqg1JkLSNqlzLPNDlFX92PMKD+LAyTmuU0f8A4J2eGYrz4W2upatqGqeE/gvdJqHg3w7HZ2tpZ2FxHA0FvNN5MamZoI3fysbQGYswkcKwiLl7n/bt/X7X628xP7a/xW9Ps/etz6PU5WigDAorQo+Qf+C3/gvRtd/4J8eLNUvdJ0y81PRrvSDp93PapJPYl9YsA/lOQWj3AAHaRkAZrpv2vfA/iS//AGsv2ePG0VtqGqeAvA2p6wfEFlZW0l5Jb3N1prQWF6YI1Z3EbNNHlFJj+1Bj8u4jt/2yP2SbP9tT4RXXgfWPGHjDwroN9JDLeLoAsFmvDFPFcRBmurWcrtkhU/u9uQSGyK0PGPwE1LxNa+DZk8f+LIdf8G3U11DqLSRKmqebFJCy3trbrBBOoSTKL5YCOiNgkHdGyv1v/wAAfX5HxV8HLCP9ozxp+014H1bSvCc3hOX40aTJpOieN4ljsNTaTTLC8u4TbSI3mO5R7kW5QOzyMX2Esw+ov2O/ib4f0P4lfEb4IaX4W8M+D7z4Qvp8n2bw5YJp+k3dlqEDT288VuvEDbo5o3iJbmLeGIcBdjTP2JfCuheELK1spriTxDY+I5PGKeIb6C2u7+bWJUkjkvJA0YiLNFK0W1EUJHtWPy9iFYNJ/YusdJ8O/E5v+Ew8XWvjb4thBrfjDTZoLHVrURQCC3WzIjMdulvHnywVcgs7MzsxY3H3YKPkl81GK/T+myN3d93+Mm/1OCu/CGtfDv8A4KC/Fjxd4t0fWvEXg/xn4H0jSvDT2elz6lHafZ5L77fYOsaN5JleeCTL7UlHVv3R2+c/8EtrDUPiZ/wT4+AXj2aIar8VvCnhPU9O0LTdR8T3GnW93Ym7+zjzxGsqzKIrW1CyvC+DtIK7q+lPHn7Llz4t8UXepWfxD8caQmsaBB4d1OGG8EySQRNIwngVwY7e7fzmV51QsyhcBCoaqs37FXhfwzr3hDWvBENp4L1zwJ4ePhPRruDT4LtbbSiYz9k2yqXCgxIQUdWLfeLj5amOkWvx6/a/zXyK5nzc3XT8or9Ged/8EeB4dsP2NjpOh6tqGo6lovinXbXxLb3dsLVtG1ptSuJ72xWJXdI4oZZSkex3UpsO47q+rEFeY/sufst+G/2S/hzdeHvD0moX0usatea/rGpajIsl5rOpXcpmuLqZlVV3M3ZFVVVVULgCvTycN9fSn29F+X5dierfm/xf59x9FAoplBRRRQAbQe1BXPauV+IXxm8N/Ce48Px+JNWh0ceKNUh0TTZbiNxBcX02fJtzKAUjeRhsQOy+Y7IilnZVJ4r+NfhDwD4Iu/E2u+LPDej+G9PZ0utVvtTgtrK2KMyuHmdgilWVgctwVI6igDqiM0bQO1cPrX7R3gPw34Es/FN9418L2/hvUNPOr2epNqUP2a8swgczxPuxJHtZSCmc7l55GWaH+018O/EmiWOqWPj7wfcadqVtFeW066vb7J4ZEV0dSX5VlZWB9DQB3YUDtXz/APDn/lKb8ZP+yVeA/wD07+M69K+EP7QXhP47rrj+FdVbVY/DupyaReP9jnt0FxGAW8syoomjwQVliLxsM7WODXmvw5/5Sm/GT/slXgP/ANO/jOgD6AxSbRnoPypnmMfbPTAzTTMQ23uemeKAJdooCgdqi8xiGwfm67SOf89fr+tOLtz/AD6ev/1qAH7Qewo2D061F5xO3byDznHX/P8AnNL5rb/vcfTIz/n8c0ASlc9qQIF7D8qiEzEgdyf8/wCf/wBVOEp3bfUZHv0oAXJJpwHtSqNtRmUc/MvqP6UnbqA7AH40IigfdX06VCZjgHqCe36f5zSrKUDZz1644x/n/IFLvfoHYl2L6D8qUIB2pgkOeowx/wAj8P8AGkkn2/njHf8AD1/z6U0A/wAtc9KFjAH9KjExB20NMSrY6544penQOxNQBiimhv8AD8aoBSoPYflS7R6VCk5Ydj1/Dnp+FO8xh/8AqqfIBwVSO35UAY7VGrkKP9r0oeQgqM/Wh2W4dbEmweg/EUuwen6VCZmdeDjnvSiZmfCleD1H4j+f0p9bCurJk1GKKhErZ5ODk8Y6/wAv/r9for9xkm0cfnQAMdqjaTjt2zQZCGPPtR69A9OpNtGOlNMYGPlHFRiVj8v8XOTjof8AP4/zpfOJJGec4HH+f8809twHiMLQEC03zCFz+XFN81iOOT+VAD+9OCAHoPypahebleRyeOOvf/P50tAJGVWNAAB/WofM/wA5H+eKUSk/njp/n/69H6B+pNtHpQFwaiMrMuQVB6Yznnn/AD/hTjLtK988YHr9ar1AcF3dqRkAHQUhkIY/h/wGkWYsx77eD70agSjik2UueaiM+P8A9XFTzapdwFKAnGPrxRsH3cfSmiTzCNp/IdKDMSflI6/Wn+gb7EijcKCm6oxKzNjj8O1DSsBkfkR1/wA/4UutgjrsTYxSbB6UwS7m69Oox0psc5cfeX3OPz/z7g81QE1NVFUYCqAOgAp1M3lRz7dqAFMat2H5UCNQuMUwysD/AJ4+tIJ23Y29x/n/AD/SgCQquRxS4XA/TioTKcfy7d+Ke0nvzn/9VTruHkO8tcdKXaPSmLNuPHQU0zlGAP8AF3xgf5/z9H1sHmTUUUUwGlFf0/Kl21AZsADI+Y8cdf8AP/16UTMC3r2PY+lTp9wa7D1RUOAO+aAqlm49KYkmec8Z9OaQyn5gvPQjj/P+f1PzDez6E23rim44pkk7RozAZx2/p2/z7UpmOe2M9uc81QEioFHSnYqFZmMm3rzipqACiiigAooooA/Nn/grL4l0O3+K9nbunwztNS8QXKeD7yPVtR0q4u47i9EQsdX2zDzrOWy5mRz8j5jVxjZInkv7IvjzwJ+zF8dfitrnhb4I/DG88I+EPCngjw/o6eGNdttTUyTeI/Eemw3klw9rGftU88ifaGUOT5Pmb5dy19O/tg/syeN/i5+1H4P8QahpPijWtLvPF+k2tpb6dqQGi+G9B09prm5urtBMjteXcjMFdI5CiJbRhkdn35Xiv9jDx1on7JPi281S48U+NvGvijxN4QtrGPUmS91ey0DS/ENrLaQ3c0bMs88cct7cSzA4Hmtlm2NI4Ba/bt/aS8VfDTwJ8MdP8fX/AIX+Glp4y0rW9F8SaNpXiy3ZDevYzPawJcXVgR9maG1viJjFHtmEEWDvyfnfwDr0PxL8Yaf4sj8VaH4LTUk8F6hceH7rV5TfWcMOgRmSymzpT72kSWF1JCpKqbvLxsavsn/gp58AfGXxV+G8mueE7XxJ4y1Tw3Z3I8P+ENLv7LS431O6sb/TTey3MqB2QQaiytGs0QVA7jc4UDx7R/8Agm74xtvF+m6qv/CT6ZDpOueHdbt7SFYX+bStAh0gxF4tagA8wqzhwgcAAZwSKAPVP+CLeuaS37Flt4d0WBZ7HwnrmrWZ1a0MUmm6vLJqVzPK9q6bWIjeVonEkULCSN8IE2M3dfDn/lKb8ZP+yVeA/wD07+M6b/wTz+GniT4DfCTUPAOu+H9WsbfQdY1DUbLWbye02a6upahd6hIUihurmWMwvcNETM26Targ5ZlR3w5/5Sm/GT/slXgP/wBO/jOgDjf+C2mgx3v/AATL+L+pC61i0vNH8O3M1s1nqlzaIWYoD5iRSKsy4/hkDKOwFZ//AAUJ+NGtaH48/Zz+GGmxXlxa/FrxVPZaxDBMbc3tlZ6bPdtaySD5khklSESkBiYVlXa+4qfVP2+f2Y9f/bN/Zg8UfDXRfFmkeD7fxhYvp99f3uhSas8cT7TmJEurcBuOrMw9qj+Kv7LetfFTQ/hrq2oa/ov/AAsX4V6z/bmk6pbaTLa6dcO9vPaTwPbNcSyLHLa3EiEiZir7ZBuC7DKv+Kf3PUJbadpfe1Zfcz5Q+NnxR0Hwh4tg+F/hu3vvDGoeLPjf4e8O+O/DcV4JNMt7KbTvtaLYiNIwLO8gso1kUorMWuUdcZrp/ixr+r/Cz9pz9on4aeB9X0TwPpNz8I9K8ZaYbljZ6Ro+ptdalaSufKx5CTx20CuYgGyhZRvJLek69/wTWh8baz4q8aatrtrB8T/EnjLRPGsOpW1iz2Glz6RGkNlarC0geWLyPPjlYujyfapSvl/Iq7nib9hRvih4u+IXi/xFrkNp4y8aw6JZ6fLYW5ltfD8Gj3bX1lHiQg3G68d5Jc+WGVljAXaHaYRk931b/wDJUvwld9tAe+nZL5qV3/5LoeVf8E+f2ltL+NP7UVxpc3w9u/2fvGmg+FG/t7wDf2n2WXXzLPbmPU7fYiQ3NpbhXjWcDzd126SJFtAfvP8AgpP8Q/Efwv1P4c61pHguH4u6Tb3l5HrPw8t1Emq61btFH/p1lCytHPJZ4J8uXbGRcY3rJ5VekxfAjxF41+KWieNvFWoeG4/EHhPTL/T9DfSdOkKwyXixLLcyNJISwIhTEI+Vckl3O0rQh/Z78c6Pf+AfFk3jTSfE3xC8J6Dc6BrF9e6N9h0/xHHcNbSzSrBDIxtJPNtYmBVpFC71KtlWSpa2tp/w7frrovJP5JU9G79f8l+t/mjx79kOysv2xfgj4V8ReFfE2ht8N08ZalqGteCdR0qSZdPtvJkjXRJopGjNvNbXBWdoZI2iRztRSiRPXQ/8EzdD1Sx8W/G/U9JjmsfgvrXi6Ob4c2DkiCK3Szhjvp7RD/q7Ke9WV4VXCEbnQBZFLaXxT/Yl8ceJvhv4psvCHxC8KeDfEXxG8Rrr3i67uPBsuq2GpxraQWgs1t1vrdlQxW0AkdpXMu1wQFcqPQv2WvhF8SPhXpurf8LH+JGjfEDULt4IrAaP4XPhyw0u1iVgIktTd3OWLMxMm9SQEXGEFVGWrb00Wm+vu3s/LbzV+4n+rfy1/r7j2CvAf29f2a7P9qbwv4I8P6p4Xv8AxVotn4mW+v7a116fQ3t1FhepHO11byxzoizyRZEW5+QdjAEV79Xmnxj+Cs3jjxx4O8YaTNZR+JvAb3Z06G+ef7FMl1CIZldYnXDbQu2RlkCfN8hLZVNXKPGfg54H8BfGj4L33gHwTaa14Lh+DvjMW/ibwxaSwX0mr3VuqXJtLmW8Di7t7yOeGUSyssjB0JaN1IX5Y8c/HnWP2evh/wDG6Hwzeah4TvvHvxi8M+EbbwJp7LDqXw+s74WcE8saKfKhnv41nnja3doQ06Osm8OV+r/DX/BOu48K3N54pHi2WT4h6t47PxC1K6hN1ZaTqF2LL7DDZPbw3AdrWG2EaoHkfMieYysCYzj6x/wS6i+JXiL4qeNPFHiSFfiF8StX8P6zZ3en2LCx8NS6DIk2mIkTvun2yh2ldjGZFlZQsWAaI6Si3t7vN/5I5W9bNen4zK/LK2+tvxtfy2ffpY6v9nYeC/h5+2F4s8I2+jyeC/HH/CI6Zfto1jfC40XUNMW5ukS9i/dxs1ysxeKZ5F3Y8kgsGJrF+MGvJ8V/+Cp/gf4Y65a2uqeD9J+HOreL30u6jE1reX51Cys4ZZYmG1zDG04TcCB57HGQCOy8N/sp67c/HHxT8VtW1/R7P4iat4QTwbo0unae8ljoFsk00/mmOV91xI07pIwYoAsSRjoztLqX7LfiA/E74b/EdfEem6v8SPBPhm48Maze3Nh9js/FMFyLaSdzHGzm0b7VaJKgXzFRXkjwdwdVG7ab6Xv800vu0f5BK7TS8rfKzf36o+Xvhh8K5P2z/hH4k+HfiHw9qvjLwr8Lvjtr2jW1tD4iuNFkstOhtbmSz3XcM0dwsMEl5FEFiLOERF2MoNfU37C/ifwC3gHxD4L8D6H/AMItL8Nden8P65pD3DXUtrfKkc5kad2aS4E0U0UqzSHe6uNwDAqOZ+HP7A6/B1ND17SdWsdS8eab4h1zxTd3V7HPb6fqV5q7E3Q8mKX92FXy4oi/nbEjwQzNuHbfsrfstp+zvceO9a1DUo9a8YfEzxDJ4k1+9htTbW/nGGK3hhgiLuViigghQFnLMQzkgttUp6JJ/wAq/wDAtF927Cd3/wCBP/wG7t+h7IK4j4t+KL6K3s/DuiT+T4g8R744J1Ab+z7dNvn3ZBz/AKsMAoIIaWSJT8pJHb15/wDGT9n7w38YrKW5vvDPgfUvEMdq1tp+oeIPD0WrrZgndgozI7JnB2LImSM5ok3bQtHyz/wT1+Eknxn/AOCYXwRmvtT8QX0Xh67u9avtNi+zXf8AwloS5v1+x3f2wFJEdpRJlmU+ZGjb1IzVH9j74Ya98U/h78YdB8P+LNN8I+b8Vo7y68DXtg10vhDSk+yNNo0sCSxLH9sSOSc+Q7W+LshDKjMzdZ+y9/wS61D9lr4JfDbQdN8XaDfeIPhfqlzqVpd6dotzoNlr4nhmjKalBDeyfaJFWYhHdmVNq/u2NbGkfsEeNvC2n/G3xH4d+JOl+G/iv8ctUs7zU9cHh6W90/Rra1tktYLW3thdQOzLArKbgzKxeQuApCqtXSm2tv1vH8NH/Ts1a6UX/WjX+RQ/ZQ8GXWkf8FDvi/feALSPR/gnb6Jp2kXNnaoIdLu/FMU85vJrOJfkUx27QQztGArTLtbc8T7fWP2v/FWoT/C7xF4Z0G8ubHVLzRLy8vb+3bZLpVksT5kQj7ssjDy4zwR+8cZ8og8d8Df2WfjX8NPCOvabrHxr8JXrJ4dk0bwnHoXw7/saw8N3DD5buS2fULhbwoyxkIzIAA43fvGx0vxz/Y60v47/AAfvNO1ex+H+qfEC+0OPSJfFuseDob5mYRlGmEIkR1GXkdI1mAQvwTg558TTfsXCO9n+N/yf4aXNKM17Xmltdfhb81+N3Y+RPhN8Ydc8Q+Ev2D/g/Dp8usaJ4u+GP/CT6xZSXBgttXaw0ywSCC7lCufswkummddrb3hiQqwZgfrL9g3X/B+q+EfHOm+FYtS0258P+MtRsdd0a7uUmj0LUP3cj29tsARbRo5IpYQoAKTAkKxZRwPwX/4JpXX7PngD4K/2FrHhGTxt8E9On0e21C08NNpNj4gsri2gt7hbmFZ5XWaQ20EpmEjfPHnaQSD61+yn+y/D+zbp3jK6l1BNW8SfEbxLc+K9fu4rcwW73cyRRBIYyzFIo4IIYxuYsxQsTliB21JLnfLs7/fzXXy5fyOWMZKnFPdW+5J3+92+89d+bNeOfHf4SW3i34iWfifxpqfhW8+FPhvQL8atoOvaUtxb/aC0Ui3xkkk8pRFDHMp3xMQHJVlDNn2Lnf8ApXhH7Y/7O/xO/aAk8Nw+BfiV4R8E6Xo8zXl/Y634Jk8RQ6tOjK0BcLf2qhImBYRsHBfax5Rcc0r3v/XZ/wBdzeNno/66njX7FX7PHjDxt+yJo6+L7jxhb+H9J8dar4l8MeFrpLea71Hwy01yNM0i+S9DDy/JljdY3dHiCQKWRo8LxnwT+DEfx2/Zx+Pvg+SwutU0/VvilaTTfDK11A6bd+CLBZ9NeSxMgljW3MsUUt5m2l8rFyfJeTq30Ho/7J/xCl0nwfrXir4oL4u+Ing3XbvWku7fT7rQtC1FZ7ZrVbaSwhvJMIke0qXkkUSb3MZL4HO+Ff8Agm4tl418deP9a1+2v/iN448ZaX40kkit54NJspdMtfslla+UkyySxxxFizs43yNvKBVEYqKSnbdWV/W8fv0Tv6dL6y22k1vdv89PS7X+Wh0P7Edn8Ofgv4u8afB/wr4Xk8I+KPBwstT1a1uNXudZk1G2u0kFrdrfXTNcXEeYJocSlWRoWUKFKlvNP+Cinxy1L9n39oDRdc1T4Zv8cvh5/wAI3N/bPhnSrMajrPhQxzM41dbJlaOa3kG2FzlZV8jMYcealereE/2RvEOlfEL4q/EaTxVpun/Fb4kaLbaBpupWmlG40/wtb2sc5tAkEsmborPcyzOXaMSfKm1AuTuW3wJ8Z+DviU3jLRvEWh6tr2ueH9O0HxCNV06SGG9ksmuHjvIPKkzDlrqYtB8yMCgDIVZnJRcmn/Wz/wCBfzeg7x1tt+Olr/je3lueZfAfwNY/HL4E/CPxddePvBvjz4R6X4f1G71W2vbN9RsdTEzK9q6zzuu0WKJLCTcRMxG4skcgyt//AIJQ+HvE2h/AzxdNqS6la+C9W8a6rqHw9sb/AH+fp/huSRTZoFf544WYSyQxNgxwyxLhQAqx/Ez9hLx1efBrQPBvw7+I/hHwfaQ61f8AiDxFHq3gdtas/EF1d3Ul4yC3S/thDbrcTyP5RaUMPLDE7W3+vfs2fDnx78NfB2pQ/Ejx9ZfEbxJqOoNdG/sdBbQ7S2h8uONLeK1NzcbAPLLFvM+ZpGOBmqum5Nen3tNv9Fe2nrYzlFpK/e/ys0r/AK2vrbsemBuK8Q+P3wq0nWfH2oeM/iNqHhPUvhHoPhaeK80LW9JF1Ha3Yl8x78SM5TmAeXtMTPwNrLuZW9vLcivn/wDa+/Zz+K3x38VeF7rwL8UPB/grR9Ac3kuma34Fk8RJfXqsDDcsy6hbDEWMohRgHO/O5Yymct1obRsfNvwb/Yy8XfHv9in4O+Hfix4V8TeJLfS/EerarZ2F94pvNE1HQtLc3g0hLy6glW7WSK1khjZF8xwSFYHaxFnxl8avBuv6J8BvhP4D0eTw14YvPi9deCfGfh92850k03T7++mtJ5NzNPHPNBbyM7sfOik/ecO6V9CeFv2V/HGhyeDfFWueNtK8d/FDwlHqtu+qXWm3GmaXeRX8kbMkdnHdSC3MaQwopLTDasny7pAy8to3/BM6z0XwZa3S+Io3+IkXxJk+Kk2t/wBnlbKfVpVa3mhFt5pZLZrN2tgolLgBZCzMCDd7T020b9eZff7t23bV6GfM3B/ze9b7nt21tbyJv2XPEsngv/gol8fPhjpkcdn4R0vQ/DHijTtPhAjttNuL1b+C5WGMfLGr/YYpCq4UuztjLMTq/tUfCXQYJviJ42+Kk2ieKfh7/wAI9bWOj6FJozTajpd4pnEptJQ7bri5eW3SIQxLN5iRqHJCAaNn+yb4t03VPi14y0fxpp/hf4pfFIadbwaxFow1Oy8PWlipS3t0t5XT7Qf3lyzSOybmuM7FCAGj+1B+zR8ZvjF8XtF8Q+B/i94H8G6L4ft82Okaz8O5fEHk3h3K14JBqdsvmbTsXMRMYL4PzsTFSLklH7363/LY0ju36fhb82r/ANWPl698c/Fz9lv4A/s8z/FzwHefHq903wVcQ+OfCFoiat4k0xw0LpqqW7Bo7xoY1FvMXZX3yZR3LuG+wf8Agnn430r4i/sjeFdc0HxJY+J9F1Vru7sJ7SWSSGxgkupnisQZVWX/AEVGW2xIiuPIwVXG0UPA/wCzR4++GviXS/FUfjbS/FnjSfQYtC8S3Oq6bJa2msGK6uLmO4t0jldrTZJeXCiLMqlDGuV8sMe//Z7+B9r8B/CmpWUcttc6hr2sXuv6pPbW32WGa8u5mlmaOLc2xcnABZmOMszMSTs5Xvzedrer28uz6bGTW3y+em77a9NnuegM2a+WP20v2N9J/af+O3hbUte8Cal4w0/w3ot6LZ4PF134eit53lgcxO1rMkkzSqhASRGiODuZM5P1OTtryPx58D9ch+M2ofEDwbqGi2viTV9Ch8O3B1mK6ure3jimmmiljjjmRchp33phWk2xgSIAd2OqlF+v5P8Ar8S+jXp+aOf+EPx+8M/Gn9mjwO3wjj/siw8XWT2ulwi2WJvDdtbMYbsvEMqsls6tCFyVabYMlSWHin7EOinxh/wRO0D7dqGvSTx6Fq919sg1e6tryeVbi9IeSeKRZHyeSGJDHqDXr/wn/wCCcvgT4Pfs16D4HtdD8H+JNY8O2U8Vnrvijw5DqshuJ5pLm4mePcjbXnlkcxxyqAWwCABXL/sx/wDBPLX/ANlr9g64+Duh+LvAv9qT289o3iGPwNJapPHN5m57i2XUN0swEmA5mAwACppYq86dRLe2n4lUvdnFva53H/BL+5kuv+Cb/wABZpnkmml8AaI7yM25nY2EJJJPUk9a8+/4KQfBVbb4UfFXxpNputeOrjWPCZ0rT7GeC0lsfBEkUdwx1WJtv22MhpUkkNt5spFshSIsAa7r4L/sz/EP4H/sMaL8KdH+Jug2virwrolnoei+KrfwifLtobaOKJZJbGa8lWV2WNgf3yr8/AG3lfib+y54qufFXxK1Twb4qtbOb4q6dDY3v9ti71CHQXitjbJPZ24nWHbtbc0YSMvJktKw2ot4395KThre9um/5foZ4NOMIqfl+n9eZ4X8DNai+NH7YPw1+HfiTxBZfFbwl4V+BmneI7fUbrbd2PiPUbq7Fq2qMjArJIY7QlHYEoLmXnLk16t/wSn+I+qeN/gH4q0nVLq4vV8A/EDxP4Q0+eeUyyNYWOrXENqjMck+XCI4hkk4jGSTmovgv/wTp0/9k27+Gt98NdQjW8+Hfgb/AIV9JDrStImt2CyxTRSySRkGOaKZZJAQrIwnlTauVdPUf2Tv2dbP9lv4PReGYL6TVr251G/1vVdSeEQf2hqF9dy3l1Ls3N5amaZwqbm2rtXcxBJpq0rp6e8vm5XT+S0JV7fOL+6Nn98tT1LrWfr9g+qaPdWqXU1nJdQtCtxCQJYCwxvUkEbh1GQRkdxV7O0Vz/xQ8DQ/E/4ca/4amvdQ06HxBp1xpsl1YXBt7u2WaNozJDIvKSKGyGHIIBFRO/K7Gsd9T4x074WQfBD/AIKAfs/+G4dSvvCp0HQNZtL/AF/VEtba5+ME32SJRE/2MCKaWEo924uBFKNu6NHBldd74keKdW8cf8FL/wBmzXDe3kXhfUrbxWmkWCuywTwx2MG29kTgM0pdvL67YvLI2mRwen1T/gn3ffFTxv8ABtvHet6XqnhX4HGWfStOgtriabXrk2TWUUt7LczStsSF5SYy0hldwzPwVNT4m/8ABLzRfEv7WXwx+I3hu1+E/hXRfhut2q6CPh4kz6mbmOKMu1xHdRKrxiIGI+S3lsT97pWml033f/D2/T5kW0+S+/sv8/kc7/wUF8X6p4w+KHwNutPvri18MaX8YtH0spC5WPWblVujOzgffigePYqk480SMQfLQ19KftPrqL/s3+O10fxDp/hHVW0C9Fprd9N5NrpcxgfZcSvkbY0bBLdQAfTnw79rr/glv4e/aC1zwDdeFNP+E/gmPwd4ng8T3iXHw9j1KTW5IhKPIkaO6ttsTmUs4ZXLFVNem/Ej9m3Xfi14a+IHhvXPGkKeEvE2nadbaBplhokVu3hma3BaSTzfMb7Uksywt5TqqosTJlg5IwjF+ycW9W391o/qrml17ZS6WS+d3f8AA+a/2Bv2m9P+LX7U2keHdU+Hc37PnxA0Twpcyax4VubZrZPGsbyQeXfWL7EW8tINjN5rhbiNrko0aDcXvfs1fBD4b/sIfET4e6p4m+HeoeF/GHxM1CfQrPWb7xNdaysesSQzXDp9mkmkgsjcpFPsa2+99x/L37a+gr/9nTWvi5408O6x8Qrzw/M/g6C9j04aHazW0ks13ataSztI8jNEphkkAhUthirGV9qgcdZfsF3Ws3Pwd0XxBrGkyeB/gXfQ6roFhZWs4utTvLe1ltbOW5lllcqsMcrsUXcZJAr70VTGdnq015fNXd362tZd30M9otevydtPlff+mfToORRQOBRQUeGfH74UaXq/j2/8afEbUfCmpfCPQfC88V5oWtaQLqO1uxKJHvxIzlOYB5e0xM/A2su5lb508EfDfxvpP/BEPxnB8RLnxdp+rab4e8TapokFxq93b6tpumbb59Mtrt45FeR47RoVaKVmwQquCy4Hvn7X/wCzn8Vvjv4r8L3XgX4o+DvBWj+H3N5Jpmt+BpPESX16rAw3DMuoWoxFjKIUYBzvzuWMo3xd+y/8SvHv7GHiL4ca38T9F1bxl4us9R0/VvFFz4Ul+ytDdrMmLewW/XyfLjkjCA3DD92SQSxI560W6E0t7O3z/wCD9yNI2U49rpv7rf8AD93r0LX7O/jy48J/sN/CY2cS32vax4W0my0u3djtuLlrKNgWI58tVDSOw6JGx64B4X/glHFf2vhP41W+pape61eWnxb8QxS3t2+6W5KyRLn0VcAAIMKqgKAAAB6T8Mv2TLPS/wBnnwn4K+IVv4D+It94L06LT9L1C68KKltEIoI4kkFvPPcEOQgLFJV3f7NeZ/svf8E6/FH7J/w4+Lmn+F/HHgHR/FHxG1XUNb0vX9K+Ha2h8OTXTBljaB76QXMEJHyRFowO5NdFTWvKXRp/nF/ozlpQaoQg901fz0f/AACX/grn4r1TU/2GPjdoegX1zpsmk/D7WNV1bULZ2jlt4hZz+Tbo45DyuhLY5WKNxgGRGrAudfX4r/t8fB/4Z67a22q+DtJ+El54ufS7uITWl7f/AGrT7OGWSJhtcwxNcBNwIUzk4BAYeg/tr/8ABPjQ/wBrz9n7xh4YW1+H+j+MvG2ktpWo+ML/AMGw6ldgPbmBp0VZoXWVVClGMpCBQMMBil8MfsRXXw18UfDPxd4fvPCdv4u+Hvh6/wDC1zDY6K+laRrWn3ckMzosKyzPautxbxShg0uSZgVPmBkmmmql3t/9rJfnym1T3opR/rWP+UjN/wCCXvj3UfEvgr4teG7y4kuLH4b/ABQ17wvpHmOXaCwjkjuIIMnnbEtz5SjPCRqOgAr6hBryv9lH9m+H9mbwBqunNqC6xrXibxBqPijXNQW38hLy/vrhp5THFuYxxrlY0UsxCRLlmOSfVKI6Rin2X5IX2pPzf5sKKKKoYV8P/Fj/AIOO/wBjP4H/ABT8TeCvFHxj/szxN4P1W60TV7L/AIRLXJvsl5bTPDPF5kdm0b7ZEZdyMVOMgkEGvuCmmMGgD8/z/wAHQ37CJH/Jcu2P+RM8Qf8AyBSr/wAHRH7CSjH/AAvLjpj/AIQzxDj/ANIa/QGigD8/h/wdE/sJj/muf/lmeIf/AJBo/wCIon9hPP8AyXQ/T/hDPEH/AMg1+gNFAH5+j/g6H/YSDZ/4Xn/5ZniD8P8Alw/zmvIvBX/Bx1+xnpX7fHxL8bTfGQJ4a8QeAPCWiWF5/wAInrn7+7sdR8Sz3UWz7HvXZHqFodzAK3nYUkq4H6v03yhj+LvznpQB8Ar/AMHRP7Caj/kuXt/yJniDj/yQpp/4Oh/2Eyf+S6H/AMIzxD/8g1+gVFAH5+n/AIOh/wBhIn/kuX/lmeIf/kGj/iKG/YSx/wAlz/8ALM8QfX/nwr9AqKAPz9H/AAdD/sJqP+S6H/wjPEH/AMgUf8RQ37CRXB+OZI6YPgzxB/8AIFfoFRQtAPz9/wCIof8AYSB/5Ln/AOWZ4g/+QKQf8HQv7CIP/Jcz6Z/4QzxDn/0hr9A6KLaWA+AP+Io39hP/AKLl/wCWZ4g/+QaZ/wARRH7CIP8AyXL/AMszxB/8g1+gVFAH5+n/AIOhf2EiP+S55+vgzxAf/bCgf8HQ37CYH/JdG6Y/5EzxB/8AIFfoFRR5Afn7/wARQ/7CQP8AyXP/AMszxB/8gUD/AIOiP2ElP/Jcv/LM8Qf/ACDX6BUUAfn6P+Dob9hEf81y6dM+DPEHH/khQP8Ag6I/YTH/ADXQ/j4M8Qf/ACDX6BUUAfAH/EUb+wn/ANFy/wDLM8Qf/INN/wCIon9hPP8AyXM/+EZ4g/8AkGv0BooA/P3/AIiiP2Es/wDJcz+HgzxB/wDINH/EUR+wnn/kuh5GP+RM8Qf/ACBX6BUUAfn8f+Don9hMn/kuf/lmeIP/AJApF/4Ohv2El/5rof8AwjPEH/yBX6BUUAfn63/B0P8AsJsT/wAX0b8PBviH/wCQaP8AiKH/AGEwf+S6Ef8AcmeIP/kCv0CooDzPz/8A+Iov9hPP/Jc//LM8Qf8AyDTR/wAHRH7CQ/5rl/5ZniD/AOQK/QKiiwH59/8AEUJ+wlj/AJLof/CM8Qf/ACDTm/4Oh/2EWH/JcuxH/ImeIP8A5Br9AqKLAfn6P+DoX9hEHP8AwvM8f9SZ4g/+QaP+Iof9hPfu/wCF6N/4RniD/wCQK/QKijrcD8/R/wAHQ/7CQP8AyXP6f8UZ4g4/8kPaj/iKG/YRI/5LmT06+DPEH/yDX6BUUWA/P8/8HRf7CZP/ACXL/wAszxB/8g00f8HQ/wCwkD/yXPoMD/ijPEH/AMgV+gVFFgPz9P8AwdD/ALCf/RdGHOePBniH/wCQaB/wdDfsJ/8ARdCec/8AImeIP/kCv0CooA/P3/iKI/YT4/4voeO3/CGeIP8A5AoT/g6G/YSUf8lzP/hGeIP/AJBr9AqKAPz9b/g6I/YTP/NdCP8AuTPEH/yBSf8AEUN+wnuz/wAL0PXP/ImeIP8A5Br9A6KAPz/P/B0X+wmf+a5/+WZ4g/8AkGmj/g6H/YS/6Ll7/wDImeIP/kGv0CooA/P3/iKI/YS/6Ln/AOWZ4h/+QaD/AMHQv7CLHn45Z/7kzxB/8g1+gVFKwH5+f8RQn7CP/Rcv/LL8Qeuf+fClX/g6G/YRU8fHM/8AhGeIP/kGv0Copgfn6f8Ag6H/AGEj/wA1zzxj/kTPEH/yBR/xFDfsI4/5Ll/5ZniDn/yQr9AqKAPz/P8AwdGfsJk/8ly/8szxB/8AINJ/xFE/sJZ/5Llz6/8ACGeIP/kCv0BooA/P3/iKH/YSz/yXMj6eDPEH/wAgUf8AEUP+wkf+a5nGc4PgzxB/8gV+gVFAH5+n/g6G/YTLZ/4Xof8AwjPEH/yBQf8Ag6H/AGEj/wA1y/8ALL8Qf/IFfoFRQB+fp/4OiP2E+f8Ai+fXr/xRniDn/wAkaD/wdD/sJFs/8Lz/APLM8Qf/ACDX6BUUAfAH/EUb+wn/ANFz/wDLM8Qf/INH/EUb+wn/ANFy/wDLM8Qf/INff9FAH5+j/g6H/YSB/wCS5+3/ACJniDj/AMkKG/4Oh/2E2/5ro3THHg3xCP8A2xr9AqKAPz9P/B0N+wkR/wAlz/8ALM8Qf/IFH/EUP+wkf+a5/wDlmeIP/kGv0Coo8gPz9/4ih/2Esf8AJcv/ACzPEHP/AJIUD/g6H/YSBP8AxfM8/wDUmeIP/kH/ADmv0CooA/P3/iKH/YTz/wAl0b/wjPEH/wAgV9Q/sWft6/Cn/gof8Lb/AMa/B3xV/wAJh4Z0zVZNEub3+zLzT/KvI4YZmi2XUUUhxHcQtuClTvxnIIHsNNMeTQA6iiigD//Z"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 示例：\n",
    "![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_2.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_2.jpg)\n",
    "![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_3.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_3.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "通过8项指标对全国经济数据进行聚类分析。\n",
    "可与R语言的聚类分析进行对比。\n",
    "'''\n",
    "import pandas as pd\n",
    "import scipy.stats as st\n",
    "x1 = np.array([2959.19, 2459.77, 1495.63, 1046.33, 1303.97, 1730.84, \n",
    "        1561.86, 1410.11, 3712.31, 2207.58, 2629.16, 1844.78, \n",
    "        2709.46, 1563.78, 1675.75, 1427.65, 1783.43, 1942.23, \n",
    "        3055.17, 2033.87, 2057.86, 2303.29, 1974.28, 1673.82, \n",
    "        2194.25, 2646.61, 1472.95, 1525.57, 1654.69, 1375.46, \n",
    "        1608.82])\n",
    "x2 = np.array([730.79, 495.47, 515.90, 477.77, 524.29, 553.90, 492.42, \n",
    "        510.71, 550.74, 449.37, 557.32, 430.29, 428.11, 303.65, \n",
    "        613.32, 431.79, 511.88, 512.27, 353.23, 300.82, 186.44, \n",
    "        589.99, 507.76, 437.75, 537.01, 839.70, 390.89, 472.98, \n",
    "        437.77, 480.99, 536.05])\n",
    "x3 = np.array([749.41, 697.33, 362.37, 290.15, 254.83, 246.91, 200.49, \n",
    "        211.88, 893.37, 572.40, 689.73, 271.28, 334.12, 233.81, \n",
    "        550.71, 288.55, 282.84, 401.39, 564.56, 338.65, 202.72, \n",
    "        516.21, 344.79, 461.61, 369.07, 204.44, 447.95, 328.90, \n",
    "        258.78, 273.84, 432.46])\n",
    "x4 = np.array([513.34, 302.87, 285.32, 208.57, 192.17, 279.81, 218.36, \n",
    "        277.11, 346.93, 211.92, 435.69, 126.33, 160.77, 107.90, \n",
    "        219.79, 208.14, 201.01, 206.06, 356.27, 157.78, 171.79, \n",
    "        236.55, 203.21, 153.32, 249.54, 209.11, 259.51, 219.86, \n",
    "        303.00, 317.32, 235.82])\n",
    "x5 = np.array([467.87, 284.19, 272.95, 201.50, 249.81, 239.18, 220.69, \n",
    "        224.65, 527.00, 302.09, 514.66, 250.56, 405.14, 209.70, \n",
    "        272.59, 217.00, 237.60, 321.29, 811.88, 329.06, 329.65, \n",
    "        403.92, 240.24, 254.66, 290.84, 379.30, 230.61, 206.65, \n",
    "        244.93, 251.08, 250.28])\n",
    "x6 = np.array([1141.82, 735.97, 540.58, 414.72, 463.09, 445.20, 459.62, \n",
    "        376.82, 1034.98, 585.23, 795.87, 513.18, 461.67, 393.99, \n",
    "        599.43, 337.76, 617.74, 697.22, 873.06, 621.74, 477.17, \n",
    "        730.05, 575.10, 445.59, 561.91, 371.04, 490.90, 449.69, \n",
    "        479.53, 424.75, 541.30])\n",
    "x7 = np.array([478.42, 570.84, 364.91, 281.84, 287.87, 330.24, 360.48, \n",
    "        317.61, 720.33, 429.77, 575.76, 314.00, 535.13, 509.39, \n",
    "        371.62, 421.31, 523.52, 492.60, 1082.82, 587.02, 312.93, \n",
    "        438.41, 430.36, 346.11, 407.70, 269.59, 469.10, 249.66, \n",
    "        288.56, 228.73, 344.85])\n",
    "x8 = np.array([457.64, 305.08, 188.63, 212.10, 192.96, 163.86, 147.76, \n",
    "        152.85, 462.03, 252.54, 323.36, 151.39, 232.29, 160.12, \n",
    "        211.84, 165.32, 182.52, 226.45, 420.81, 218.27, 279.19, \n",
    "        225.80, 223.46, 191.48, 330.95, 389.33, 191.34, 228.19, \n",
    "        236.51, 195.93, 214.40])\n",
    "names = np.array([\"北京\", \"天津\", \"河北\", \"山西\", \"内蒙古\", \"辽宁\", \"吉林\", \n",
    "                   \"黑龙江\", \"上海\", \"江苏\", \"浙江\", \"安徽\", \"福建\", \"江西\", \n",
    "                   \"山东\",  \"河南\", \"湖北\", \"湖南\", \"广东\", \"广西\", \"海南\", \n",
    "                   \"重庆\", \"四川\", \"贵州\", \"云南\", \"西藏\", \"陕西\", \"甘肃\", \n",
    "                   \"青海\", \"宁夏\", \"新疆\"])\n",
    "X = pd.DataFrame(np.array([x1,x2,x3,x4,x5,x6,x7,x8]).T,\n",
    "                 columns=['x1','x2','x3','x4','x5','x6','x7','x8'],\n",
    "                 index = names)\n",
    "X_std = (X - np.mean(X,axis=0))/st.tstd(X,axis=0)#注意这里要使用标准差的无偏估计\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 用来正常显示负号\n",
    "plt.figure(figsize=(20,8))\n",
    "Z = hierarchy.linkage(X_std, 'average')\n",
    "###绘制系统树图\n",
    "#dendrogram：系统树图\n",
    "d1 = hierarchy.dendrogram(Z,labels = X_std.index,count_sort=False)\n",
    "plt.xticks(size=16)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "      <th>x3</th>\n",
       "      <th>x4</th>\n",
       "      <th>x5</th>\n",
       "      <th>x6</th>\n",
       "      <th>x7</th>\n",
       "      <th>x8</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>北京</th>\n",
       "      <td>2959.19</td>\n",
       "      <td>730.79</td>\n",
       "      <td>749.41</td>\n",
       "      <td>513.34</td>\n",
       "      <td>467.87</td>\n",
       "      <td>1141.82</td>\n",
       "      <td>478.42</td>\n",
       "      <td>457.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>天津</th>\n",
       "      <td>2459.77</td>\n",
       "      <td>495.47</td>\n",
       "      <td>697.33</td>\n",
       "      <td>302.87</td>\n",
       "      <td>284.19</td>\n",
       "      <td>735.97</td>\n",
       "      <td>570.84</td>\n",
       "      <td>305.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河北</th>\n",
       "      <td>1495.63</td>\n",
       "      <td>515.90</td>\n",
       "      <td>362.37</td>\n",
       "      <td>285.32</td>\n",
       "      <td>272.95</td>\n",
       "      <td>540.58</td>\n",
       "      <td>364.91</td>\n",
       "      <td>188.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山西</th>\n",
       "      <td>1046.33</td>\n",
       "      <td>477.77</td>\n",
       "      <td>290.15</td>\n",
       "      <td>208.57</td>\n",
       "      <td>201.50</td>\n",
       "      <td>414.72</td>\n",
       "      <td>281.84</td>\n",
       "      <td>212.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>内蒙古</th>\n",
       "      <td>1303.97</td>\n",
       "      <td>524.29</td>\n",
       "      <td>254.83</td>\n",
       "      <td>192.17</td>\n",
       "      <td>249.81</td>\n",
       "      <td>463.09</td>\n",
       "      <td>287.87</td>\n",
       "      <td>192.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>辽宁</th>\n",
       "      <td>1730.84</td>\n",
       "      <td>553.90</td>\n",
       "      <td>246.91</td>\n",
       "      <td>279.81</td>\n",
       "      <td>239.18</td>\n",
       "      <td>445.20</td>\n",
       "      <td>330.24</td>\n",
       "      <td>163.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>吉林</th>\n",
       "      <td>1561.86</td>\n",
       "      <td>492.42</td>\n",
       "      <td>200.49</td>\n",
       "      <td>218.36</td>\n",
       "      <td>220.69</td>\n",
       "      <td>459.62</td>\n",
       "      <td>360.48</td>\n",
       "      <td>147.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>黑龙江</th>\n",
       "      <td>1410.11</td>\n",
       "      <td>510.71</td>\n",
       "      <td>211.88</td>\n",
       "      <td>277.11</td>\n",
       "      <td>224.65</td>\n",
       "      <td>376.82</td>\n",
       "      <td>317.61</td>\n",
       "      <td>152.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海</th>\n",
       "      <td>3712.31</td>\n",
       "      <td>550.74</td>\n",
       "      <td>893.37</td>\n",
       "      <td>346.93</td>\n",
       "      <td>527.00</td>\n",
       "      <td>1034.98</td>\n",
       "      <td>720.33</td>\n",
       "      <td>462.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江苏</th>\n",
       "      <td>2207.58</td>\n",
       "      <td>449.37</td>\n",
       "      <td>572.40</td>\n",
       "      <td>211.92</td>\n",
       "      <td>302.09</td>\n",
       "      <td>585.23</td>\n",
       "      <td>429.77</td>\n",
       "      <td>252.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>浙江</th>\n",
       "      <td>2629.16</td>\n",
       "      <td>557.32</td>\n",
       "      <td>689.73</td>\n",
       "      <td>435.69</td>\n",
       "      <td>514.66</td>\n",
       "      <td>795.87</td>\n",
       "      <td>575.76</td>\n",
       "      <td>323.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>安徽</th>\n",
       "      <td>1844.78</td>\n",
       "      <td>430.29</td>\n",
       "      <td>271.28</td>\n",
       "      <td>126.33</td>\n",
       "      <td>250.56</td>\n",
       "      <td>513.18</td>\n",
       "      <td>314.00</td>\n",
       "      <td>151.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福建</th>\n",
       "      <td>2709.46</td>\n",
       "      <td>428.11</td>\n",
       "      <td>334.12</td>\n",
       "      <td>160.77</td>\n",
       "      <td>405.14</td>\n",
       "      <td>461.67</td>\n",
       "      <td>535.13</td>\n",
       "      <td>232.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>江西</th>\n",
       "      <td>1563.78</td>\n",
       "      <td>303.65</td>\n",
       "      <td>233.81</td>\n",
       "      <td>107.90</td>\n",
       "      <td>209.70</td>\n",
       "      <td>393.99</td>\n",
       "      <td>509.39</td>\n",
       "      <td>160.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>山东</th>\n",
       "      <td>1675.75</td>\n",
       "      <td>613.32</td>\n",
       "      <td>550.71</td>\n",
       "      <td>219.79</td>\n",
       "      <td>272.59</td>\n",
       "      <td>599.43</td>\n",
       "      <td>371.62</td>\n",
       "      <td>211.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>河南</th>\n",
       "      <td>1427.65</td>\n",
       "      <td>431.79</td>\n",
       "      <td>288.55</td>\n",
       "      <td>208.14</td>\n",
       "      <td>217.00</td>\n",
       "      <td>337.76</td>\n",
       "      <td>421.31</td>\n",
       "      <td>165.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖北</th>\n",
       "      <td>1783.43</td>\n",
       "      <td>511.88</td>\n",
       "      <td>282.84</td>\n",
       "      <td>201.01</td>\n",
       "      <td>237.60</td>\n",
       "      <td>617.74</td>\n",
       "      <td>523.52</td>\n",
       "      <td>182.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>湖南</th>\n",
       "      <td>1942.23</td>\n",
       "      <td>512.27</td>\n",
       "      <td>401.39</td>\n",
       "      <td>206.06</td>\n",
       "      <td>321.29</td>\n",
       "      <td>697.22</td>\n",
       "      <td>492.60</td>\n",
       "      <td>226.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东</th>\n",
       "      <td>3055.17</td>\n",
       "      <td>353.23</td>\n",
       "      <td>564.56</td>\n",
       "      <td>356.27</td>\n",
       "      <td>811.88</td>\n",
       "      <td>873.06</td>\n",
       "      <td>1082.82</td>\n",
       "      <td>420.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广西</th>\n",
       "      <td>2033.87</td>\n",
       "      <td>300.82</td>\n",
       "      <td>338.65</td>\n",
       "      <td>157.78</td>\n",
       "      <td>329.06</td>\n",
       "      <td>621.74</td>\n",
       "      <td>587.02</td>\n",
       "      <td>218.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>海南</th>\n",
       "      <td>2057.86</td>\n",
       "      <td>186.44</td>\n",
       "      <td>202.72</td>\n",
       "      <td>171.79</td>\n",
       "      <td>329.65</td>\n",
       "      <td>477.17</td>\n",
       "      <td>312.93</td>\n",
       "      <td>279.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>重庆</th>\n",
       "      <td>2303.29</td>\n",
       "      <td>589.99</td>\n",
       "      <td>516.21</td>\n",
       "      <td>236.55</td>\n",
       "      <td>403.92</td>\n",
       "      <td>730.05</td>\n",
       "      <td>438.41</td>\n",
       "      <td>225.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>四川</th>\n",
       "      <td>1974.28</td>\n",
       "      <td>507.76</td>\n",
       "      <td>344.79</td>\n",
       "      <td>203.21</td>\n",
       "      <td>240.24</td>\n",
       "      <td>575.10</td>\n",
       "      <td>430.36</td>\n",
       "      <td>223.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贵州</th>\n",
       "      <td>1673.82</td>\n",
       "      <td>437.75</td>\n",
       "      <td>461.61</td>\n",
       "      <td>153.32</td>\n",
       "      <td>254.66</td>\n",
       "      <td>445.59</td>\n",
       "      <td>346.11</td>\n",
       "      <td>191.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>云南</th>\n",
       "      <td>2194.25</td>\n",
       "      <td>537.01</td>\n",
       "      <td>369.07</td>\n",
       "      <td>249.54</td>\n",
       "      <td>290.84</td>\n",
       "      <td>561.91</td>\n",
       "      <td>407.70</td>\n",
       "      <td>330.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>西藏</th>\n",
       "      <td>2646.61</td>\n",
       "      <td>839.70</td>\n",
       "      <td>204.44</td>\n",
       "      <td>209.11</td>\n",
       "      <td>379.30</td>\n",
       "      <td>371.04</td>\n",
       "      <td>269.59</td>\n",
       "      <td>389.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>陕西</th>\n",
       "      <td>1472.95</td>\n",
       "      <td>390.89</td>\n",
       "      <td>447.95</td>\n",
       "      <td>259.51</td>\n",
       "      <td>230.61</td>\n",
       "      <td>490.90</td>\n",
       "      <td>469.10</td>\n",
       "      <td>191.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>甘肃</th>\n",
       "      <td>1525.57</td>\n",
       "      <td>472.98</td>\n",
       "      <td>328.90</td>\n",
       "      <td>219.86</td>\n",
       "      <td>206.65</td>\n",
       "      <td>449.69</td>\n",
       "      <td>249.66</td>\n",
       "      <td>228.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>青海</th>\n",
       "      <td>1654.69</td>\n",
       "      <td>437.77</td>\n",
       "      <td>258.78</td>\n",
       "      <td>303.00</td>\n",
       "      <td>244.93</td>\n",
       "      <td>479.53</td>\n",
       "      <td>288.56</td>\n",
       "      <td>236.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>宁夏</th>\n",
       "      <td>1375.46</td>\n",
       "      <td>480.99</td>\n",
       "      <td>273.84</td>\n",
       "      <td>317.32</td>\n",
       "      <td>251.08</td>\n",
       "      <td>424.75</td>\n",
       "      <td>228.73</td>\n",
       "      <td>195.93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>新疆</th>\n",
       "      <td>1608.82</td>\n",
       "      <td>536.05</td>\n",
       "      <td>432.46</td>\n",
       "      <td>235.82</td>\n",
       "      <td>250.28</td>\n",
       "      <td>541.30</td>\n",
       "      <td>344.85</td>\n",
       "      <td>214.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          x1      x2      x3      x4      x5       x6       x7      x8\n",
       "北京   2959.19  730.79  749.41  513.34  467.87  1141.82   478.42  457.64\n",
       "天津   2459.77  495.47  697.33  302.87  284.19   735.97   570.84  305.08\n",
       "河北   1495.63  515.90  362.37  285.32  272.95   540.58   364.91  188.63\n",
       "山西   1046.33  477.77  290.15  208.57  201.50   414.72   281.84  212.10\n",
       "内蒙古  1303.97  524.29  254.83  192.17  249.81   463.09   287.87  192.96\n",
       "辽宁   1730.84  553.90  246.91  279.81  239.18   445.20   330.24  163.86\n",
       "吉林   1561.86  492.42  200.49  218.36  220.69   459.62   360.48  147.76\n",
       "黑龙江  1410.11  510.71  211.88  277.11  224.65   376.82   317.61  152.85\n",
       "上海   3712.31  550.74  893.37  346.93  527.00  1034.98   720.33  462.03\n",
       "江苏   2207.58  449.37  572.40  211.92  302.09   585.23   429.77  252.54\n",
       "浙江   2629.16  557.32  689.73  435.69  514.66   795.87   575.76  323.36\n",
       "安徽   1844.78  430.29  271.28  126.33  250.56   513.18   314.00  151.39\n",
       "福建   2709.46  428.11  334.12  160.77  405.14   461.67   535.13  232.29\n",
       "江西   1563.78  303.65  233.81  107.90  209.70   393.99   509.39  160.12\n",
       "山东   1675.75  613.32  550.71  219.79  272.59   599.43   371.62  211.84\n",
       "河南   1427.65  431.79  288.55  208.14  217.00   337.76   421.31  165.32\n",
       "湖北   1783.43  511.88  282.84  201.01  237.60   617.74   523.52  182.52\n",
       "湖南   1942.23  512.27  401.39  206.06  321.29   697.22   492.60  226.45\n",
       "广东   3055.17  353.23  564.56  356.27  811.88   873.06  1082.82  420.81\n",
       "广西   2033.87  300.82  338.65  157.78  329.06   621.74   587.02  218.27\n",
       "海南   2057.86  186.44  202.72  171.79  329.65   477.17   312.93  279.19\n",
       "重庆   2303.29  589.99  516.21  236.55  403.92   730.05   438.41  225.80\n",
       "四川   1974.28  507.76  344.79  203.21  240.24   575.10   430.36  223.46\n",
       "贵州   1673.82  437.75  461.61  153.32  254.66   445.59   346.11  191.48\n",
       "云南   2194.25  537.01  369.07  249.54  290.84   561.91   407.70  330.95\n",
       "西藏   2646.61  839.70  204.44  209.11  379.30   371.04   269.59  389.33\n",
       "陕西   1472.95  390.89  447.95  259.51  230.61   490.90   469.10  191.34\n",
       "甘肃   1525.57  472.98  328.90  219.86  206.65   449.69   249.66  228.19\n",
       "青海   1654.69  437.77  258.78  303.00  244.93   479.53   288.56  236.51\n",
       "宁夏   1375.46  480.99  273.84  317.32  251.08   424.75   228.73  195.93\n",
       "新疆   1608.82  536.05  432.46  235.82  250.28   541.30   344.85  214.40"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X"
   ]
  },
  {
   "attachments": {
    "6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_4.jpg": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2.3 Kmeans方法--动态聚类法\n",
    "- #### 概念\n",
    "![6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_4.jpg](attachment:6.%E5%88%A4%E5%88%AB%E5%88%86%E6%9E%907_4.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "kmeans算法，通过模拟生成数据进行聚类。\n",
    "'''\n",
    "from numpy import array\n",
    "import numpy as np\n",
    "from scipy.cluster.vq import vq, kmeans, whiten\n",
    "import matplotlib.pyplot as plt\n",
    "from numpy import random\n",
    "pts=50\n",
    "###[0, 0]均值，[[4, 1], [1, 4]]协方差\n",
    "a = np.random.multivariate_normal([0, 0], [[4, 1], [1, 4]], size=pts)\n",
    "b = np.random.multivariate_normal([30, 10],[[10, 2], [2, 1]],size=pts)\n",
    "features = np.concatenate((a, b))\n",
    "\n",
    "###whiten是归一化函数\n",
    "whitened = whiten(features)\n",
    "codebook, distortion = kmeans(whitened, 2)\n",
    "###数据归一化后的散点图\n",
    "plt.scatter(whitened[:, 0], whitened[:, 1])\n",
    "###codebook是每个聚类的质心\n",
    "plt.scatter(codebook[:, 0], codebook[:, 1], c='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.01198181, -0.02785446],\n",
       "       [ 1.9622149 ,  1.90174704]])"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "codebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###使用iris鸢尾花数据进行聚类\n",
    "#效果一般，可能是归一化处理不是特别理想\n",
    "#但是大致上也可以看出3类鸢尾花的聚类轮廓\n",
    "data=iris[:,0:4]\n",
    "features = np.concatenate((a, b))\n",
    "###whiten函数是一种数据规范化（归一化）方法\n",
    "#具体做法：向量/向量标准差。\n",
    "whitened = whiten(data)\n",
    "codebook, distortion = kmeans(whitened, 3)\n",
    "plt.scatter(whitened[:, 0], whitened[:, 1])\n",
    "plt.scatter(codebook[:, 0], codebook[:, 1], c='r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "------------"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
